{"id":41758,"date":"2025-11-26T15:54:46","date_gmt":"2025-11-26T23:54:46","guid":{"rendered":"https:\/\/www.pugetsystems.com\/?post_type=article&#038;p=41758"},"modified":"2025-11-26T15:54:51","modified_gmt":"2025-11-26T23:54:51","slug":"exploring-pix4dmatic-hardware-performance","status":"publish","type":"article","link":"https:\/\/www.pugetsystems.com\/labs\/articles\/exploring-pix4dmatic-hardware-performance\/","title":{"rendered":"Exploring PIX4Dmatic Hardware Performance"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_80 counter-hierarchy ez-toc-counter ez-toc-transparent ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/www.pugetsystems.com\/labs\/articles\/exploring-pix4dmatic-hardware-performance\/#Introduction\" >Introduction<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.pugetsystems.com\/labs\/articles\/exploring-pix4dmatic-hardware-performance\/#Test_Setup\" >Test Setup<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.pugetsystems.com\/labs\/articles\/exploring-pix4dmatic-hardware-performance\/#Raw_Results\" >Raw Results<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/www.pugetsystems.com\/labs\/articles\/exploring-pix4dmatic-hardware-performance\/#CPU\" >CPU<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/www.pugetsystems.com\/labs\/articles\/exploring-pix4dmatic-hardware-performance\/#GPU\" >GPU<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/www.pugetsystems.com\/labs\/articles\/exploring-pix4dmatic-hardware-performance\/#System\" >System<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/www.pugetsystems.com\/labs\/articles\/exploring-pix4dmatic-hardware-performance\/#Conclusion\" >Conclusion<\/a><\/li><\/ul><\/nav><\/div>\n\n<h2 class=\"wp-block-heading\" id=\"h-introduction\"><span class=\"ez-toc-section\" id=\"Introduction\"><\/span>Introduction<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>PIX4Dmatic, by Pix4D, is a premier professional photogrammetry application that runs on both PC and Mac. For those unfamiliar with photogrammetry, the overall workflow is fairly straightforward. Images are taken, usually with a drone, and then the program automatically stitches them together and creates detailed 2D and 3D models based on them. In this article, we will be exploring how modern PC hardware affects performance in PIX4Dmatic, both on the component and system configuration levels.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1280\" height=\"720\" src=\"https:\/\/wp-cdn.pugetsystems.com\/2025\/11\/Exploring-PIX4Dmatic-Performance.jpg\" alt=\"Featured Image for Exploring PIX4Dmatic Hardware Performance with Title Overlaid on Artistic Rendering of a Drone Surveying Farmland\" class=\"wp-image-42230\"\/><\/figure>\n\n\n\n<p>Within PIX4Dmatic, there are a lot of options on how to generate models, which can have large effects on the accuracy of the end product and the time it takes to process the images. Scope can also vary from hundreds of relatively small images to tens of thousands of high-megapixel images. Processing time can thus swing dramatically, from minutes to hours or even days. We have found that the majority of time spent working on datasets in PIX4Dmatic is essentially &#8220;dead&#8221; time: time spent waiting for processing to occur, not requiring active user attention. On very small image sets, it may take longer to mark GCPs or verify the accuracy of results\u2014but even at 100 images, we found that processing could take more than 10 minutes on top-end hardware.<\/p>\n\n\n\n<p>The specific workflow we tested was processing two sets of aerial imagery taken by eBee X drones. After importing the images, which we did not measure, we performed the initial mandatory steps of calibrating the images and generating a dense point cloud. These steps are necessary for any deliverable from PIX4Dmatic. Then we generated a DSM and Orthomosaic, as well as a mesh. Finally, we exported the mesh to a .laz file. We have found that the first two steps generally took 30-50% of the total time for this process, with generating a mesh taking another 30-50%.<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-test-setup\"><span class=\"ez-toc-section\" id=\"Test_Setup\"><\/span>Test Setup<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>For this article, we tested with two datasets of different sizes. The first, smaller dataset is available on <a href=\"https:\/\/support.pix4d.com\/hc\/en-us\/articles\/360048957691\" target=\"_blank\" rel=\"noreferrer noopener\">Pix4D&#8217;s website<\/a> (&#8220;Urban area&#8221;) and consists of 100 images, while the latter comes directly from Pix4D and contains 1880 images. All these images were taken by a senseFly AeriaX camera. We are planning to test with an even larger dataset from a newer camera in the future.<\/p>\n\n\n\n<p>We didn&#8217;t adjust any options within PIX4Dmatic for this testing, so all of the images were processed using default settings. This provides a solid baseline for performance, but there are a variety of <a href=\"https:\/\/support.pix4d.com\/hc\/en-us\/articles\/4411837281041\" target=\"_blank\" rel=\"noreferrer noopener\">preferences<\/a> and <a href=\"https:\/\/support.pix4d.com\/hc\/en-us\/articles\/360045523171\" target=\"_blank\" rel=\"noreferrer noopener\">content settings<\/a> that could affect system performance. GPU acceleration is enabled by default.<\/p>\n\n\n\n<p>We ran these tests across a variety of systems. For our CPU testing, we used an NVIDIA GeForce RTX\u2122 5080, and for our GPU testing, an AMD Threadripper\u2122 9970X. We followed our standard process here, and all the drivers, Windows versions, and BIOSs were up to date. Overclocking features were disabled, and RAM was run at the maximum JEDEC-supported speeds of each platform.<\/p>\n\n\n<div class=\"wp-block-ub-content-toggle wp-block-ub-content-toggle-block\" id=\"ub-content-toggle-block-53b43a4f-4963-4713-b201-696a940b2654\" data-mobilecollapse=\"true\" data-desktopcollapse=\"true\" data-preventcollapse=\"false\" data-showonlyone=\"false\">\n<div class=\"wp-block-ub-content-toggle-accordion\" style=\"border-color: #f1f1f1;\" id=\"ub-content-toggle-panel-block-\">\n\t\t\t<div class=\"wp-block-ub-content-toggle-accordion-title-wrap\" style=\"background-color: #f1f1f1;\" aria-controls=\"ub-content-toggle-panel-0-53b43a4f-4963-4713-b201-696a940b2654\" tabindex=\"0\">\n\t\t\t<h3 class=\"wp-block-ub-content-toggle-accordion-title ub-content-toggle-title-53b43a4f-4963-4713-b201-696a940b2654\" style=\"color: #130c64; \">System Specifications (Expandable)<\/h3>\n\t\t\t<div class=\"wp-block-ub-content-toggle-accordion-toggle-wrap right\" style=\"color: #000000;\"><span class=\"wp-block-ub-content-toggle-accordion-state-indicator wp-block-ub-chevron-down\"><\/span><\/div>\n\t\t<\/div>\n\t\t\t<div role=\"region\" aria-expanded=\"false\" class=\"wp-block-ub-content-toggle-accordion-content-wrap ub-hide\" id=\"ub-content-toggle-panel-0-53b43a4f-4963-4713-b201-696a940b2654\">\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h4 class=\"wp-block-heading has-text-align-center\" id=\"h-top-end-ryzen-desktop\">Top-End Ryzen Desktop<\/h4>\n\n\n\n<figure class=\"wp-block-table is-style-stripes\"><table class=\"has-fixed-layout\"><tbody><tr><td>AMD Ryzen\u2122 9 9950X3D<\/td><\/tr><tr><td>64 GB DDR5-5600 (2 x 32 GB)<\/td><\/tr><tr><td>NVIDIA GeForce RTX 5080<\/td><\/tr><\/tbody><\/table><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h4 class=\"wp-block-heading has-text-align-center\" id=\"h-top-end-intel-core\">Top-End Intel Core<\/h4>\n\n\n\n<figure class=\"wp-block-table is-style-stripes\"><table class=\"has-fixed-layout\"><tbody><tr><td>Intel Core\u2122 Ultra 9 285K<\/td><\/tr><tr><td>48 GB DDR5-6400 (2 x 24 GB)<\/td><\/tr><tr><td>NVIDIA GeForce RTX 5080<\/td><\/tr><\/tbody><\/table><\/figure>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h4 class=\"wp-block-heading has-text-align-center\" id=\"h-mid-tier-threadripper\">Mid-Tier Threadripper<\/h4>\n\n\n\n<figure class=\"wp-block-table is-style-stripes\"><table class=\"has-fixed-layout\"><tbody><tr><td>AMD Ryzen Threadripper 9970X<\/td><\/tr><tr><td>128 GB Kingston DDR5-6400 ECC (4 x 32 GB)<\/td><\/tr><tr><td>NVIDIA GeForce RTX 5080<\/td><\/tr><\/tbody><\/table><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h4 class=\"wp-block-heading has-text-align-center\" id=\"h-mid-tier-xeon\">Mid-Tier Xeon<\/h4>\n\n\n\n<figure class=\"wp-block-table is-style-stripes\"><table class=\"has-fixed-layout\"><tbody><tr><td>Intel Xeon\u00ae w7-3565X<\/td><\/tr><tr><td>128 GB DDR5-4800 ECC (8 x 16 GB)<\/td><\/tr><tr><td>NVIDIA GeForce RTX 5080<\/td><\/tr><\/tbody><\/table><\/figure>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h4 class=\"wp-block-heading has-text-align-center\" id=\"h-mid-tier-threadripper-pro\">Mid-Tier Threadripper PRO<\/h4>\n\n\n\n<figure class=\"wp-block-table is-style-stripes\"><table class=\"has-fixed-layout\"><tbody><tr><td>AMD Ryzen Threadripper PRO 9975WX<\/td><\/tr><tr><td>128 GB Kingston DDR5-6400 ECC (8 x 16 GB)<\/td><\/tr><tr><td>NVIDIA GeForce RTX 5080<\/td><\/tr><\/tbody><\/table><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h4 class=\"wp-block-heading has-text-align-center\" id=\"h-top-end-threadripper-pro\">Top-End Threadripper PRO<\/h4>\n\n\n\n<figure class=\"wp-block-table is-style-stripes\"><table class=\"has-fixed-layout\"><tbody><tr><td>AMD Ryzen Threadripper PRO 9995WX<\/td><\/tr><tr><td>128 GB Kingston DDR5-6400 ECC (8 x 16 GB)<\/td><\/tr><tr><td>NVIDIA GeForce RTX 5080<\/td><\/tr><\/tbody><\/table><\/figure>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h4 class=\"wp-block-heading has-text-align-center\" id=\"h-two-gen-old-intel-core\">Two-Gen Old Intel Core<\/h4>\n\n\n\n<figure class=\"wp-block-table is-style-stripes\"><table class=\"has-fixed-layout\"><tbody><tr><td>Intel Core i9 13900K<\/td><\/tr><tr><td>64 GB DDR5-5200 (4 x 16 GB)<\/td><\/tr><tr><td>NVIDIA GeForce RTX 3080<\/td><\/tr><\/tbody><\/table><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h4 class=\"wp-block-heading has-text-align-center\" id=\"h-mid-tier-intel-core\">Mid-Tier Intel Core<\/h4>\n\n\n\n<figure class=\"wp-block-table is-style-stripes\"><table class=\"has-fixed-layout\"><tbody><tr><td>Intel Core Ultra 7 265K<\/td><\/tr><tr><td>48 GB DDR5-6400 (2 x 24 GB)<\/td><\/tr><tr><td>NVIDIA GeForce RTX 5070<\/td><\/tr><\/tbody><\/table><\/figure>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h4 class=\"wp-block-heading has-text-align-center\" id=\"h-top-end-laptop\">Top-End Laptop<\/h4>\n\n\n\n<figure class=\"wp-block-table is-style-stripes\"><table class=\"has-fixed-layout\"><tbody><tr><td>Puget Mobile 16&#8243;<\/td><\/tr><tr><td>Intel Core Ultra 9 275HX<\/td><\/tr><tr><td>64 GB DDR5-5600 (2 x 32 GB)<\/td><\/tr><tr><td>NVIDIA GeForce RTX 5090M<\/td><\/tr><\/tbody><\/table><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h4 class=\"wp-block-heading has-text-align-center\" id=\"h-apple-macbook-pro-m3-max\">Apple MacBook Pro (M3 Max)<\/h4>\n\n\n\n<figure class=\"wp-block-table is-style-stripes\"><table class=\"has-fixed-layout\"><tbody><tr><td>Apple 16&#8243; MacBook Pro<\/td><\/tr><tr><td>Apple M3 Max 16-core<\/td><\/tr><tr><td>64 GB Unified Memory (400 GB\/s)<\/td><\/tr><tr><td>40-core GPU<\/td><\/tr><\/tbody><\/table><\/figure>\n<\/div>\n<\/div>\n\n\n\n<h4 class=\"wp-block-heading has-text-align-center\" id=\"h-gpu-test-platform\">GPU Test Platform<\/h4>\n\n\n\n<p class=\"has-text-align-center\">GPU testing was performed on the <strong>Mid-Tier Threadripper<\/strong> system with FE cards unless otherwise stated.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity is-style-default\">\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<ul class=\"wp-block-list\">\n<li>NVIDIA GeForce RTX 5090<\/li>\n\n\n\n<li>NVIDIA GeForce RTX 5080<\/li>\n<\/ul>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<ul class=\"wp-block-list\">\n<li>MSI GeForce RTX 5060<\/li>\n\n\n\n<li>NVIDIA GeForce RTX 4090<\/li>\n<\/ul>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<ul class=\"wp-block-list\">\n<li>NVIDIA GeForce RTX 3090 Ti<\/li>\n<\/ul>\n<\/div>\n<\/div>\n\n<\/div>\n\t\t<\/div>\n<\/div>\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-raw-results\"><span class=\"ez-toc-section\" id=\"Raw_Results\"><\/span>Raw Results<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>In our analysis, we found that the specific sub-steps of our benchmark (corresponding primarily to the different exports, e.g., Orthomosaic) did not show strong dependence on a given piece of hardware. There are some outliers to this\u2014for example, generating DSM primarily scales with the CPU\u2014but we found the overall time was a sufficiently good proxy for the totality of the workflow. However, for end-users who primarily make use of specific steps or exports, we know that having all of the results can be useful. To that end, we have reproduced all of our cleaned-up results in the table below.<\/p>\n\n\n\n<div class=\"wp-block-wpdatatables-wpdatatables-gutenberg-block\">\n<div class=\"wpdt-c wdt-skin-material\">\n    \n\n    <div class=\"wpDataTables wpDataTablesFilter wpDataTablesWrapper wdt-skin-material data-t\"\n         data-wpdatatable_id=\"72\">\n        <div id=\"filterBox_table_1\" class=\"wpDataTableFilterBox\">\n                                                                                                                                                                                            <div class=\"wpDataTableFilterSection\"\n                         id=\"table_1_5_filter_sections\">\n                        <label>Image Set                            :<\/label>\n                        <div id=\"table_1_5_filter\"><\/div>\n                    <\/div>\n                                                                <div class=\"wpDataTableFilterSection\"\n                         id=\"table_1_6_filter_sections\">\n                        <label>Step                            :<\/label>\n                        <div id=\"table_1_6_filter\"><\/div>\n                    <\/div>\n                                                                                                                                                                                                                                                                                                                                                                                                                                                    <div class=\"wpDataTableFilterSection\" id=\"wdt-clear-filters-button-block\">\n                    <button class=\"button btn wdt-clear-filters-button\"\n                            aria-label=\"Clear filters\" role=\"button\"\n                            data-table_id= table_1>Clear filters<\/button>\n                <\/div>\n                                <\/div>\n    <\/div>\n    <input type=\"hidden\" id=\"wdtNonceFrontendServerSide_72\" name=\"wdtNonceFrontendServerSide_72\" value=\"01f359bedb\" \/><input type=\"hidden\" name=\"_wp_http_referer\" value=\"\/wp-json\/wp\/v2\/articles\/41758\" \/>    <input type=\"hidden\" id=\"table_1_desc\"\n           value='{\"tableId\":\"table_1\",\"tableType\":\"manual\",\"selector\":\"#table_1\",\"responsive\":true,\"responsiveAction\":\"icon\",\"editable\":false,\"inlineEditing\":false,\"infoBlock\":true,\"pagination_top\":0,\"pagination\":1,\"paginationAlign\":\"right\",\"paginationLayout\":\"full_numbers\",\"paginationLayoutMobile\":\"simple\",\"file_location\":\"\",\"tableSkin\":\"material\",\"table_wcag\":0,\"simple_template_id\":0,\"scrollable\":true,\"fixedLayout\":false,\"globalSearch\":true,\"showRowsPerPage\":true,\"popoverTools\":false,\"loader\":1,\"showCartInformation\":0,\"hideBeforeLoad\":true,\"number_format\":2,\"decimalPlaces\":2,\"spinnerSrc\":\"https:\\\/\\\/www.pugetsystems.com\\\/wp-content\\\/plugins\\\/wpdatatables\\\/assets\\\/\\\/img\\\/spinner.gif\",\"index_column\":0,\"groupingEnabled\":false,\"tableWpId\":72,\"dataTableParams\":{\"sDom\":\"BT\\u003C\\u0027clear\\u0027\\u003Elf\\u003C\\u0027wdtscroll\\u0027t\\u003Eip\",\"bSortCellsTop\":false,\"bFilter\":true,\"bPaginate\":true,\"sPaginationType\":\"full_numbers\",\"aLengthMenu\":[[5,-1],[5,\"All\"]],\"iDisplayLength\":5,\"columnDefs\":[{\"sType\":\"formatted-num\",\"wdtType\":\"int\",\"bVisible\":false,\"orderable\":false,\"searchable\":true,\"InputType\":\"none\",\"name\":\"wdt_ID\",\"origHeader\":\"wdt_ID\",\"notNull\":false,\"conditionalFormattingRules\":[],\"transformValueRules\":\"\",\"className\":\"numdata integer  column-wdt_id\",\"aTargets\":[0]},{\"sType\":\"string\",\"wdtType\":\"string\",\"bVisible\":false,\"orderable\":false,\"searchable\":true,\"InputType\":\"none\",\"name\":\"wdt_created_by\",\"origHeader\":\"wdt_created_by\",\"notNull\":false,\"conditionalFormattingRules\":[],\"transformValueRules\":\"\",\"className\":\" column-wdt_created_by\",\"aTargets\":[1]},{\"sType\":\"date-custom\",\"wdtType\":\"datetime\",\"bVisible\":false,\"orderable\":false,\"searchable\":true,\"InputType\":\"datetime\",\"name\":\"wdt_created_at\",\"origHeader\":\"wdt_created_at\",\"notNull\":false,\"conditionalFormattingRules\":[],\"transformValueRules\":\"\",\"className\":\" column-wdt_created_at\",\"aTargets\":[2]},{\"sType\":\"string\",\"wdtType\":\"string\",\"bVisible\":false,\"orderable\":false,\"searchable\":true,\"InputType\":\"none\",\"name\":\"wdt_last_edited_by\",\"origHeader\":\"wdt_last_edited_by\",\"notNull\":false,\"conditionalFormattingRules\":[],\"transformValueRules\":\"\",\"className\":\" column-wdt_last_edited_by\",\"aTargets\":[3]},{\"sType\":\"date-custom\",\"wdtType\":\"datetime\",\"bVisible\":false,\"orderable\":false,\"searchable\":true,\"InputType\":\"datetime\",\"name\":\"wdt_last_edited_at\",\"origHeader\":\"wdt_last_edited_at\",\"notNull\":false,\"conditionalFormattingRules\":[],\"transformValueRules\":\"\",\"className\":\" column-wdt_last_edited_at\",\"aTargets\":[4]},{\"sType\":\"string\",\"wdtType\":\"string\",\"bVisible\":true,\"orderable\":false,\"searchable\":true,\"InputType\":\"text\",\"name\":\"imageset\",\"origHeader\":\"imageset\",\"notNull\":false,\"conditionalFormattingRules\":[],\"transformValueRules\":\"\",\"className\":\" column-imageset\",\"aTargets\":[5]},{\"sType\":\"string\",\"wdtType\":\"string\",\"bVisible\":true,\"orderable\":false,\"searchable\":true,\"InputType\":\"text\",\"name\":\"step\",\"origHeader\":\"step\",\"notNull\":false,\"conditionalFormattingRules\":[],\"transformValueRules\":\"\",\"className\":\" column-step\",\"aTargets\":[6]},{\"sType\":\"formatted-num\",\"wdtType\":\"int\",\"bVisible\":true,\"orderable\":false,\"searchable\":true,\"InputType\":\"text\",\"name\":\"amd9995wxnvidia5080\",\"origHeader\":\"amd9995wxnvidia5080\",\"notNull\":false,\"conditionalFormattingRules\":[],\"transformValueRules\":\"\",\"className\":\"numdata integer  column-amd9995wxnvidia5080\",\"aTargets\":[7]},{\"sType\":\"formatted-num\",\"wdtType\":\"int\",\"bVisible\":true,\"orderable\":false,\"searchable\":true,\"InputType\":\"text\",\"name\":\"amd9975wxnvidia5080\",\"origHeader\":\"amd9975wxnvidia5080\",\"notNull\":false,\"conditionalFormattingRules\":[],\"transformValueRules\":\"\",\"className\":\"numdata integer  column-amd9975wxnvidia5080\",\"aTargets\":[8]},{\"sType\":\"formatted-num\",\"wdtType\":\"int\",\"bVisible\":true,\"orderable\":false,\"searchable\":true,\"InputType\":\"text\",\"name\":\"amd9970xnvidia5080\",\"origHeader\":\"amd9970xnvidia5080\",\"notNull\":false,\"conditionalFormattingRules\":[],\"transformValueRules\":\"\",\"className\":\"numdata integer  column-amd9970xnvidia5080\",\"aTargets\":[9]},{\"sType\":\"formatted-num\",\"wdtType\":\"int\",\"bVisible\":true,\"orderable\":false,\"searchable\":true,\"InputType\":\"text\",\"name\":\"amd9950x3dnvidia5080\",\"origHeader\":\"amd9950x3dnvidia5080\",\"notNull\":false,\"conditionalFormattingRules\":[],\"transformValueRules\":\"\",\"className\":\"numdata integer  column-amd9950x3dnvidia5080\",\"aTargets\":[10]},{\"sType\":\"formatted-num\",\"wdtType\":\"int\",\"bVisible\":true,\"orderable\":false,\"searchable\":true,\"InputType\":\"text\",\"name\":\"intel285knvidia5080\",\"origHeader\":\"intel285knvidia5080\",\"notNull\":false,\"conditionalFormattingRules\":[],\"transformValueRules\":\"\",\"className\":\"numdata integer  column-intel285knvidia5080\",\"aTargets\":[11]},{\"sType\":\"formatted-num\",\"wdtType\":\"int\",\"bVisible\":true,\"orderable\":false,\"searchable\":true,\"InputType\":\"text\",\"name\":\"intel3565xnvidia5080\",\"origHeader\":\"intel3565xnvidia5080\",\"notNull\":false,\"conditionalFormattingRules\":[],\"transformValueRules\":\"\",\"className\":\"numdata integer  column-intel3565xnvidia5080\",\"aTargets\":[12]},{\"sType\":\"formatted-num\",\"wdtType\":\"int\",\"bVisible\":true,\"orderable\":false,\"searchable\":true,\"InputType\":\"text\",\"name\":\"intel275hxnvidia5090m\",\"origHeader\":\"intel275hxnvidia5090m\",\"notNull\":false,\"conditionalFormattingRules\":[],\"transformValueRules\":\"\",\"className\":\"numdata integer  column-intel275hxnvidia5090m\",\"aTargets\":[13]},{\"sType\":\"formatted-num\",\"wdtType\":\"int\",\"bVisible\":true,\"orderable\":false,\"searchable\":true,\"InputType\":\"text\",\"name\":\"intel265knvidia5070\",\"origHeader\":\"intel265knvidia5070\",\"notNull\":false,\"conditionalFormattingRules\":[],\"transformValueRules\":\"\",\"className\":\"numdata integer  column-intel265knvidia5070\",\"aTargets\":[14]},{\"sType\":\"formatted-num\",\"wdtType\":\"int\",\"bVisible\":true,\"orderable\":false,\"searchable\":true,\"InputType\":\"text\",\"name\":\"applem3max1640core\",\"origHeader\":\"applem3max1640core\",\"notNull\":false,\"conditionalFormattingRules\":[],\"transformValueRules\":\"\",\"className\":\"numdata integer  column-applem3max1640core\",\"aTargets\":[15]},{\"sType\":\"formatted-num\",\"wdtType\":\"int\",\"bVisible\":true,\"orderable\":false,\"searchable\":true,\"InputType\":\"text\",\"name\":\"intel13900knvidia3080\",\"origHeader\":\"intel13900knvidia3080\",\"notNull\":false,\"conditionalFormattingRules\":[],\"transformValueRules\":\"\",\"className\":\"numdata integer  column-intel13900knvidia3080\",\"aTargets\":[16]},{\"sType\":\"formatted-num\",\"wdtType\":\"int\",\"bVisible\":true,\"orderable\":false,\"searchable\":true,\"InputType\":\"text\",\"name\":\"amd9970xnvidia5090\",\"origHeader\":\"amd9970xnvidia5090\",\"notNull\":false,\"conditionalFormattingRules\":[],\"transformValueRules\":\"\",\"className\":\"numdata integer  column-amd9970xnvidia5090\",\"aTargets\":[17]},{\"sType\":\"formatted-num\",\"wdtType\":\"int\",\"bVisible\":true,\"orderable\":false,\"searchable\":true,\"InputType\":\"text\",\"name\":\"amd9970xnvidia5060\",\"origHeader\":\"amd9970xnvidia5060\",\"notNull\":false,\"conditionalFormattingRules\":[],\"transformValueRules\":\"\",\"className\":\"numdata integer  column-amd9970xnvidia5060\",\"aTargets\":[18]},{\"sType\":\"formatted-num\",\"wdtType\":\"int\",\"bVisible\":true,\"orderable\":false,\"searchable\":true,\"InputType\":\"text\",\"name\":\"amd9970xnvidia4090\",\"origHeader\":\"amd9970xnvidia4090\",\"notNull\":false,\"conditionalFormattingRules\":[],\"transformValueRules\":\"\",\"className\":\"numdata integer  column-amd9970xnvidia4090\",\"aTargets\":[19]},{\"sType\":\"formatted-num\",\"wdtType\":\"int\",\"bVisible\":true,\"orderable\":false,\"searchable\":true,\"InputType\":\"text\",\"name\":\"amd9970xnvidia3090ti\",\"origHeader\":\"amd9970xnvidia3090ti\",\"notNull\":false,\"conditionalFormattingRules\":[],\"transformValueRules\":\"\",\"className\":\"numdata integer  column-amd9970xnvidia3090ti\",\"aTargets\":[20]}],\"bAutoWidth\":false,\"order\":[[0,\"asc\"]],\"ordering\":false,\"fixedHeader\":{\"header\":false,\"headerOffset\":0},\"fixedColumns\":false,\"buttons\":[{\"extend\":\"print\",\"exportOptions\":{\"columns\":\":visible\",\"stripHtml\":true},\"className\":\"DTTT_button DTTT_button_print\",\"title\":\"PIX4Dmatic Results\",\"text\":\"Print\"},{\"extend\":\"csvHtml5\",\"exportOptions\":{\"columns\":\":visible\",\"stripHtml\":true},\"className\":\"DTTT_button DTTT_button_csv\",\"title\":\"PIX4Dmatic Results\",\"text\":\"CSV\"}],\"oLanguage\":{\"sSearchPlaceholder\":\"\"},\"bProcessing\":false,\"serverSide\":true,\"ajax\":{\"url\":\"https:\\\/\\\/www.pugetsystems.com\\\/wp-admin\\\/admin-ajax.php?action=get_wdtable&table_id=72\",\"type\":\"POST\"},\"oSearch\":{\"bSmart\":false,\"bRegex\":false,\"sSearch\":\"\"}},\"customRowDisplay\":\"5,-1\",\"tabletWidth\":\"1024\",\"mobileWidth\":\"480\",\"renderFilter\":\"footer\",\"advancedFilterEnabled\":true,\"advancedFilterOptions\":{\"aoColumns\":[{\"type\":\"null\",\"columnType\":\"int\",\"numberOfDecimalPlaces\":\"2\",\"possibleValuesType\":\"read\",\"globalSearchColumn\":1,\"values\":null,\"origHeader\":\"wdt_ID\",\"displayHeader\":\"wdt_ID\",\"possibleValuesAddEmpty\":false,\"possibleValuesAjax\":-1,\"column_align_fields\":\"\",\"defaultValue\":\"\",\"column_align_header\":\"\",\"column_rotate_header_name\":\"\",\"exactFiltering\":false,\"filterLabel\":\"\",\"searchInSelectBox\":1,\"searchInSelectBoxEditing\":1,\"checkboxesInModal\":0,\"andLogic\":0,\"linkButtonLabel\":\"\",\"rangeSlider\":false,\"rangeMaxValueDisplay\":\"0\",\"customMaxRangeValue\":\"0\",\"sSelector\":\"#table_1_0_filter\"},{\"type\":\"null\",\"columnType\":\"string\",\"numberOfDecimalPlaces\":\"2\",\"possibleValuesType\":\"read\",\"globalSearchColumn\":1,\"values\":null,\"origHeader\":\"wdt_created_by\",\"displayHeader\":\"wdt_created_by\",\"possibleValuesAddEmpty\":false,\"possibleValuesAjax\":10,\"column_align_fields\":\"\",\"defaultValue\":\"\",\"column_align_header\":\"\",\"column_rotate_header_name\":\"\",\"exactFiltering\":false,\"filterLabel\":\"\",\"searchInSelectBox\":1,\"searchInSelectBoxEditing\":1,\"checkboxesInModal\":0,\"andLogic\":0,\"linkButtonLabel\":\"\",\"rangeSlider\":false,\"rangeMaxValueDisplay\":\"0\",\"customMaxRangeValue\":\"0\",\"sSelector\":\"#table_1_1_filter\"},{\"type\":\"null\",\"columnType\":\"datetime\",\"numberOfDecimalPlaces\":\"2\",\"possibleValuesType\":\"read\",\"globalSearchColumn\":1,\"values\":null,\"origHeader\":\"wdt_created_at\",\"displayHeader\":\"wdt_created_at\",\"possibleValuesAddEmpty\":false,\"possibleValuesAjax\":-1,\"column_align_fields\":\"\",\"defaultValue\":\"\",\"column_align_header\":\"\",\"column_rotate_header_name\":\"\",\"exactFiltering\":false,\"filterLabel\":\"\",\"searchInSelectBox\":1,\"searchInSelectBoxEditing\":1,\"checkboxesInModal\":0,\"andLogic\":0,\"linkButtonLabel\":\"\",\"rangeSlider\":false,\"rangeMaxValueDisplay\":\"0\",\"customMaxRangeValue\":\"0\",\"sSelector\":\"#table_1_2_filter\"},{\"type\":\"null\",\"columnType\":\"string\",\"numberOfDecimalPlaces\":\"2\",\"possibleValuesType\":\"read\",\"globalSearchColumn\":1,\"values\":null,\"origHeader\":\"wdt_last_edited_by\",\"displayHeader\":\"wdt_last_edited_by\",\"possibleValuesAddEmpty\":false,\"possibleValuesAjax\":10,\"column_align_fields\":\"\",\"defaultValue\":\"\",\"column_align_header\":\"\",\"column_rotate_header_name\":\"\",\"exactFiltering\":false,\"filterLabel\":\"\",\"searchInSelectBox\":1,\"searchInSelectBoxEditing\":1,\"checkboxesInModal\":0,\"andLogic\":0,\"linkButtonLabel\":\"\",\"rangeSlider\":false,\"rangeMaxValueDisplay\":\"0\",\"customMaxRangeValue\":\"0\",\"sSelector\":\"#table_1_3_filter\"},{\"type\":\"null\",\"columnType\":\"datetime\",\"numberOfDecimalPlaces\":\"2\",\"possibleValuesType\":\"read\",\"globalSearchColumn\":1,\"values\":null,\"origHeader\":\"wdt_last_edited_at\",\"displayHeader\":\"wdt_last_edited_at\",\"possibleValuesAddEmpty\":false,\"possibleValuesAjax\":-1,\"column_align_fields\":\"\",\"defaultValue\":\"\",\"column_align_header\":\"\",\"column_rotate_header_name\":\"\",\"exactFiltering\":false,\"filterLabel\":\"\",\"searchInSelectBox\":1,\"searchInSelectBoxEditing\":1,\"checkboxesInModal\":0,\"andLogic\":0,\"linkButtonLabel\":\"\",\"rangeSlider\":false,\"rangeMaxValueDisplay\":\"0\",\"customMaxRangeValue\":\"0\",\"sSelector\":\"#table_1_4_filter\"},{\"type\":\"multiselect\",\"columnType\":\"string\",\"numberOfDecimalPlaces\":\"2\",\"possibleValuesType\":\"read\",\"globalSearchColumn\":1,\"values\":[{\"value\":\"100 Images\",\"label\":\"100 Images\"},{\"value\":\"1880 Images\",\"label\":\"1880 Images\"}],\"origHeader\":\"imageset\",\"displayHeader\":\"Image Set\",\"possibleValuesAddEmpty\":false,\"possibleValuesAjax\":-1,\"column_align_fields\":\"\",\"defaultValue\":\"\",\"column_align_header\":\"\",\"column_rotate_header_name\":\"\",\"exactFiltering\":false,\"filterLabel\":\"\",\"searchInSelectBox\":false,\"searchInSelectBoxEditing\":1,\"checkboxesInModal\":0,\"andLogic\":0,\"linkButtonLabel\":\"\",\"rangeSlider\":false,\"rangeMaxValueDisplay\":\"default\",\"customMaxRangeValue\":\"0\",\"sSelector\":\"#table_1_5_filter\"},{\"type\":\"text\",\"columnType\":\"string\",\"numberOfDecimalPlaces\":\"2\",\"possibleValuesType\":\"read\",\"globalSearchColumn\":1,\"values\":null,\"origHeader\":\"step\",\"displayHeader\":\"Step\",\"possibleValuesAddEmpty\":false,\"possibleValuesAjax\":10,\"column_align_fields\":\"\",\"defaultValue\":\"\",\"column_align_header\":\"\",\"column_rotate_header_name\":\"\",\"exactFiltering\":false,\"filterLabel\":\"\",\"searchInSelectBox\":1,\"searchInSelectBoxEditing\":1,\"checkboxesInModal\":0,\"andLogic\":0,\"linkButtonLabel\":\"\",\"rangeSlider\":false,\"rangeMaxValueDisplay\":\"default\",\"customMaxRangeValue\":\"0\",\"sSelector\":\"#table_1_6_filter\"},{\"type\":\"null\",\"columnType\":\"int\",\"numberOfDecimalPlaces\":\"2\",\"possibleValuesType\":\"read\",\"globalSearchColumn\":1,\"values\":null,\"origHeader\":\"amd9995wxnvidia5080\",\"displayHeader\":\"AMD 9995WX NVIDIA 5080\",\"possibleValuesAddEmpty\":false,\"possibleValuesAjax\":-1,\"column_align_fields\":\"\",\"defaultValue\":\"\",\"column_align_header\":\"\",\"column_rotate_header_name\":\"\",\"exactFiltering\":false,\"filterLabel\":\"\",\"searchInSelectBox\":1,\"searchInSelectBoxEditing\":1,\"checkboxesInModal\":0,\"andLogic\":0,\"linkButtonLabel\":\"\",\"rangeSlider\":false,\"rangeMaxValueDisplay\":\"default\",\"customMaxRangeValue\":\"0\",\"sSelector\":\"#table_1_7_filter\"},{\"type\":\"null\",\"columnType\":\"int\",\"numberOfDecimalPlaces\":\"2\",\"possibleValuesType\":\"read\",\"globalSearchColumn\":1,\"values\":null,\"origHeader\":\"amd9975wxnvidia5080\",\"displayHeader\":\"AMD 9975WX NVIDIA 5080\",\"possibleValuesAddEmpty\":false,\"possibleValuesAjax\":-1,\"column_align_fields\":\"\",\"defaultValue\":\"\",\"column_align_header\":\"\",\"column_rotate_header_name\":\"\",\"exactFiltering\":false,\"filterLabel\":\"\",\"searchInSelectBox\":1,\"searchInSelectBoxEditing\":1,\"checkboxesInModal\":0,\"andLogic\":0,\"linkButtonLabel\":\"\",\"rangeSlider\":false,\"rangeMaxValueDisplay\":\"default\",\"customMaxRangeValue\":\"0\",\"sSelector\":\"#table_1_8_filter\"},{\"type\":\"null\",\"columnType\":\"int\",\"numberOfDecimalPlaces\":\"2\",\"possibleValuesType\":\"read\",\"globalSearchColumn\":1,\"values\":null,\"origHeader\":\"amd9970xnvidia5080\",\"displayHeader\":\"AMD 9970X NVIDIA 5080\",\"possibleValuesAddEmpty\":false,\"possibleValuesAjax\":-1,\"column_align_fields\":\"\",\"defaultValue\":\"\",\"column_align_header\":\"\",\"column_rotate_header_name\":\"\",\"exactFiltering\":false,\"filterLabel\":\"\",\"searchInSelectBox\":1,\"searchInSelectBoxEditing\":1,\"checkboxesInModal\":0,\"andLogic\":0,\"linkButtonLabel\":\"\",\"rangeSlider\":false,\"rangeMaxValueDisplay\":\"default\",\"customMaxRangeValue\":\"0\",\"sSelector\":\"#table_1_9_filter\"},{\"type\":\"null\",\"columnType\":\"int\",\"numberOfDecimalPlaces\":\"2\",\"possibleValuesType\":\"read\",\"globalSearchColumn\":1,\"values\":null,\"origHeader\":\"amd9950x3dnvidia5080\",\"displayHeader\":\"AMD 9950X3D NVIDIA 5080\",\"possibleValuesAddEmpty\":false,\"possibleValuesAjax\":-1,\"column_align_fields\":\"\",\"defaultValue\":\"\",\"column_align_header\":\"\",\"column_rotate_header_name\":\"\",\"exactFiltering\":false,\"filterLabel\":\"\",\"searchInSelectBox\":1,\"searchInSelectBoxEditing\":1,\"checkboxesInModal\":0,\"andLogic\":0,\"linkButtonLabel\":\"\",\"rangeSlider\":false,\"rangeMaxValueDisplay\":\"default\",\"customMaxRangeValue\":\"0\",\"sSelector\":\"#table_1_10_filter\"},{\"type\":\"null\",\"columnType\":\"int\",\"numberOfDecimalPlaces\":\"2\",\"possibleValuesType\":\"read\",\"globalSearchColumn\":1,\"values\":null,\"origHeader\":\"intel285knvidia5080\",\"displayHeader\":\"Intel 285K NVIDIA 5080\",\"possibleValuesAddEmpty\":false,\"possibleValuesAjax\":-1,\"column_align_fields\":\"\",\"defaultValue\":\"\",\"column_align_header\":\"\",\"column_rotate_header_name\":\"\",\"exactFiltering\":false,\"filterLabel\":\"\",\"searchInSelectBox\":1,\"searchInSelectBoxEditing\":1,\"checkboxesInModal\":0,\"andLogic\":0,\"linkButtonLabel\":\"\",\"rangeSlider\":false,\"rangeMaxValueDisplay\":\"default\",\"customMaxRangeValue\":\"0\",\"sSelector\":\"#table_1_11_filter\"},{\"type\":\"null\",\"columnType\":\"int\",\"numberOfDecimalPlaces\":\"2\",\"possibleValuesType\":\"read\",\"globalSearchColumn\":1,\"values\":null,\"origHeader\":\"intel3565xnvidia5080\",\"displayHeader\":\"Intel 3565X NVIDIA 5080\",\"possibleValuesAddEmpty\":false,\"possibleValuesAjax\":-1,\"column_align_fields\":\"\",\"defaultValue\":\"\",\"column_align_header\":\"\",\"column_rotate_header_name\":\"\",\"exactFiltering\":false,\"filterLabel\":\"\",\"searchInSelectBox\":1,\"searchInSelectBoxEditing\":1,\"checkboxesInModal\":0,\"andLogic\":0,\"linkButtonLabel\":\"\",\"rangeSlider\":false,\"rangeMaxValueDisplay\":\"default\",\"customMaxRangeValue\":\"0\",\"sSelector\":\"#table_1_12_filter\"},{\"type\":\"null\",\"columnType\":\"int\",\"numberOfDecimalPlaces\":\"2\",\"possibleValuesType\":\"read\",\"globalSearchColumn\":1,\"values\":null,\"origHeader\":\"intel275hxnvidia5090m\",\"displayHeader\":\"Intel 275HX NVIDIA 5090M\",\"possibleValuesAddEmpty\":false,\"possibleValuesAjax\":-1,\"column_align_fields\":\"\",\"defaultValue\":\"\",\"column_align_header\":\"\",\"column_rotate_header_name\":\"\",\"exactFiltering\":false,\"filterLabel\":\"\",\"searchInSelectBox\":1,\"searchInSelectBoxEditing\":1,\"checkboxesInModal\":0,\"andLogic\":0,\"linkButtonLabel\":\"\",\"rangeSlider\":false,\"rangeMaxValueDisplay\":\"default\",\"customMaxRangeValue\":\"0\",\"sSelector\":\"#table_1_13_filter\"},{\"type\":\"null\",\"columnType\":\"int\",\"numberOfDecimalPlaces\":\"2\",\"possibleValuesType\":\"read\",\"globalSearchColumn\":1,\"values\":null,\"origHeader\":\"intel265knvidia5070\",\"displayHeader\":\"Intel 265K NVIDIA 5070\",\"possibleValuesAddEmpty\":false,\"possibleValuesAjax\":-1,\"column_align_fields\":\"\",\"defaultValue\":\"\",\"column_align_header\":\"\",\"column_rotate_header_name\":\"\",\"exactFiltering\":false,\"filterLabel\":\"\",\"searchInSelectBox\":1,\"searchInSelectBoxEditing\":1,\"checkboxesInModal\":0,\"andLogic\":0,\"linkButtonLabel\":\"\",\"rangeSlider\":false,\"rangeMaxValueDisplay\":\"default\",\"customMaxRangeValue\":\"0\",\"sSelector\":\"#table_1_14_filter\"},{\"type\":\"null\",\"columnType\":\"int\",\"numberOfDecimalPlaces\":\"2\",\"possibleValuesType\":\"read\",\"globalSearchColumn\":1,\"values\":null,\"origHeader\":\"applem3max1640core\",\"displayHeader\":\"Apple M3 Max 16\\\/40-core\",\"possibleValuesAddEmpty\":false,\"possibleValuesAjax\":-1,\"column_align_fields\":\"\",\"defaultValue\":\"\",\"column_align_header\":\"\",\"column_rotate_header_name\":\"\",\"exactFiltering\":false,\"filterLabel\":\"\",\"searchInSelectBox\":1,\"searchInSelectBoxEditing\":1,\"checkboxesInModal\":0,\"andLogic\":0,\"linkButtonLabel\":\"\",\"rangeSlider\":false,\"rangeMaxValueDisplay\":\"default\",\"customMaxRangeValue\":\"0\",\"sSelector\":\"#table_1_15_filter\"},{\"type\":\"null\",\"columnType\":\"int\",\"numberOfDecimalPlaces\":\"2\",\"possibleValuesType\":\"read\",\"globalSearchColumn\":1,\"values\":null,\"origHeader\":\"intel13900knvidia3080\",\"displayHeader\":\"Intel 13900K NVIDIA 3080\",\"possibleValuesAddEmpty\":false,\"possibleValuesAjax\":-1,\"column_align_fields\":\"\",\"defaultValue\":\"\",\"column_align_header\":\"\",\"column_rotate_header_name\":\"\",\"exactFiltering\":false,\"filterLabel\":\"\",\"searchInSelectBox\":1,\"searchInSelectBoxEditing\":1,\"checkboxesInModal\":0,\"andLogic\":0,\"linkButtonLabel\":\"\",\"rangeSlider\":false,\"rangeMaxValueDisplay\":\"default\",\"customMaxRangeValue\":\"0\",\"sSelector\":\"#table_1_16_filter\"},{\"type\":\"null\",\"columnType\":\"int\",\"numberOfDecimalPlaces\":\"2\",\"possibleValuesType\":\"read\",\"globalSearchColumn\":1,\"values\":null,\"origHeader\":\"amd9970xnvidia5090\",\"displayHeader\":\"AMD 9970X NVIDIA 5090\",\"possibleValuesAddEmpty\":false,\"possibleValuesAjax\":-1,\"column_align_fields\":\"\",\"defaultValue\":\"\",\"column_align_header\":\"\",\"column_rotate_header_name\":\"\",\"exactFiltering\":false,\"filterLabel\":\"\",\"searchInSelectBox\":1,\"searchInSelectBoxEditing\":1,\"checkboxesInModal\":0,\"andLogic\":0,\"linkButtonLabel\":\"\",\"rangeSlider\":false,\"rangeMaxValueDisplay\":\"default\",\"customMaxRangeValue\":\"0\",\"sSelector\":\"#table_1_17_filter\"},{\"type\":\"null\",\"columnType\":\"int\",\"numberOfDecimalPlaces\":\"2\",\"possibleValuesType\":\"read\",\"globalSearchColumn\":1,\"values\":null,\"origHeader\":\"amd9970xnvidia5060\",\"displayHeader\":\"AMD 9970X NVIDIA 5060\",\"possibleValuesAddEmpty\":false,\"possibleValuesAjax\":-1,\"column_align_fields\":\"\",\"defaultValue\":\"\",\"column_align_header\":\"\",\"column_rotate_header_name\":\"\",\"exactFiltering\":false,\"filterLabel\":\"\",\"searchInSelectBox\":1,\"searchInSelectBoxEditing\":1,\"checkboxesInModal\":0,\"andLogic\":0,\"linkButtonLabel\":\"\",\"rangeSlider\":false,\"rangeMaxValueDisplay\":\"default\",\"customMaxRangeValue\":\"0\",\"sSelector\":\"#table_1_18_filter\"},{\"type\":\"null\",\"columnType\":\"int\",\"numberOfDecimalPlaces\":\"2\",\"possibleValuesType\":\"read\",\"globalSearchColumn\":1,\"values\":null,\"origHeader\":\"amd9970xnvidia4090\",\"displayHeader\":\"AMD 9970X NVIDIA 4090\",\"possibleValuesAddEmpty\":false,\"possibleValuesAjax\":-1,\"column_align_fields\":\"\",\"defaultValue\":\"\",\"column_align_header\":\"\",\"column_rotate_header_name\":\"\",\"exactFiltering\":false,\"filterLabel\":\"\",\"searchInSelectBox\":1,\"searchInSelectBoxEditing\":1,\"checkboxesInModal\":0,\"andLogic\":0,\"linkButtonLabel\":\"\",\"rangeSlider\":false,\"rangeMaxValueDisplay\":\"default\",\"customMaxRangeValue\":\"0\",\"sSelector\":\"#table_1_19_filter\"},{\"type\":\"null\",\"columnType\":\"int\",\"numberOfDecimalPlaces\":\"2\",\"possibleValuesType\":\"read\",\"globalSearchColumn\":1,\"values\":null,\"origHeader\":\"amd9970xnvidia3090ti\",\"displayHeader\":\"AMD 9970X NVIDIA 3090 Ti\",\"possibleValuesAddEmpty\":false,\"possibleValuesAjax\":-1,\"column_align_fields\":\"\",\"defaultValue\":\"\",\"column_align_header\":\"\",\"column_rotate_header_name\":\"\",\"exactFiltering\":false,\"filterLabel\":\"\",\"searchInSelectBox\":1,\"searchInSelectBoxEditing\":1,\"checkboxesInModal\":0,\"andLogic\":0,\"linkButtonLabel\":\"\",\"rangeSlider\":false,\"rangeMaxValueDisplay\":\"default\",\"customMaxRangeValue\":\"0\",\"sSelector\":\"#table_1_20_filter\"}],\"bUseColVis\":true},\"filterInForm\":true,\"serverSide\":true,\"autoRefreshInterval\":0,\"processing\":true,\"fnServerData\":true,\"columnsFixed\":0,\"sumFunctionsLabel\":\"\",\"avgFunctionsLabel\":\"\",\"minFunctionsLabel\":\"\",\"maxFunctionsLabel\":\"\",\"columnsDecimalPlaces\":{\"wdt_ID\":-1,\"wdt_created_by\":-1,\"wdt_created_at\":-1,\"wdt_last_edited_by\":-1,\"wdt_last_edited_at\":-1,\"imageset\":-1,\"step\":-1,\"amd9995wxnvidia5080\":-1,\"amd9975wxnvidia5080\":-1,\"amd9970xnvidia5080\":-1,\"amd9950x3dnvidia5080\":-1,\"intel285knvidia5080\":-1,\"intel3565xnvidia5080\":-1,\"intel275hxnvidia5090m\":-1,\"intel265knvidia5070\":-1,\"applem3max1640core\":-1,\"intel13900knvidia3080\":-1,\"amd9970xnvidia5090\":-1,\"amd9970xnvidia5060\":-1,\"amd9970xnvidia4090\":-1,\"amd9970xnvidia3090ti\":-1},\"columnsThousandsSeparator\":{\"wdt_ID\":0,\"amd9995wxnvidia5080\":1,\"amd9975wxnvidia5080\":1,\"amd9970xnvidia5080\":1,\"amd9950x3dnvidia5080\":1,\"intel285knvidia5080\":1,\"intel3565xnvidia5080\":1,\"intel275hxnvidia5090m\":1,\"intel265knvidia5070\":1,\"applem3max1640core\":1,\"intel13900knvidia3080\":1,\"amd9970xnvidia5090\":1,\"amd9970xnvidia5060\":1,\"amd9970xnvidia4090\":1,\"amd9970xnvidia3090ti\":1},\"sumColumns\":[],\"avgColumns\":[],\"sumAvgColumns\":[],\"timeFormat\":\"h:i A\",\"datepickFormat\":\"M yy\"}'\/>\n\n    <table id=\"table_1\"\n           class=\" scroll responsive display nowrap wdt-no-display data-t data-t wpDataTable wpDataTableID-72 \"\n           style=\"display: none; \"\n           data-described-by='table_1_desc'\n           data-wpdatatable_id=\"72\">\n        \n        <!-- Table header -->\n        \n<thead>\n<tr>\n                    <th\n                        class=\" wdtheader numdata integer \"\n        style=\"\">        wdt_ID<\/th>        <th\n                        class=\" wdtheader \"\n        style=\"\">        wdt_created_by<\/th>        <th\n                        class=\" wdtheader \"\n        style=\"\">        wdt_created_at<\/th>        <th\n                        class=\" wdtheader \"\n        style=\"\">        wdt_last_edited_by<\/th>        <th\n                        class=\" wdtheader \"\n        style=\"\">        wdt_last_edited_at<\/th>        <th\n        data-class=\"expand\"                class=\" wdtheader \"\n        style=\"\">        Image Set<\/th>        <th\n                        class=\" wdtheader \"\n        style=\"\">        Step<\/th>        <th\n                data-hide=\"phone\"        class=\"phone wdtheader numdata integer \"\n        style=\"\">        AMD 9995WX NVIDIA 5080<\/th>        <th\n                        class=\" wdtheader numdata integer \"\n        style=\"\">        AMD 9975WX NVIDIA 5080<\/th>        <th\n                        class=\" wdtheader numdata integer \"\n        style=\"\">        AMD 9970X NVIDIA 5080<\/th>        <th\n                        class=\" wdtheader numdata integer \"\n        style=\"\">        AMD 9950X3D NVIDIA 5080<\/th>        <th\n                data-hide=\"phone\"        class=\"phone wdtheader numdata integer \"\n        style=\"\">        Intel 285K NVIDIA 5080<\/th>        <th\n                data-hide=\"phone\"        class=\"phone wdtheader numdata integer \"\n        style=\"\">        Intel 3565X NVIDIA 5080<\/th>        <th\n                        class=\" wdtheader numdata integer \"\n        style=\"\">        Intel 275HX NVIDIA 5090M<\/th>        <th\n                        class=\" wdtheader numdata integer \"\n        style=\"\">        Intel 265K NVIDIA 5070<\/th>        <th\n                        class=\" wdtheader numdata integer \"\n        style=\"\">        Apple M3 Max 16\/40-core<\/th>        <th\n                        class=\" wdtheader numdata integer \"\n        style=\"\">        Intel 13900K NVIDIA 3080<\/th>        <th\n                        class=\" wdtheader numdata integer \"\n        style=\"\">        AMD 9970X NVIDIA 5090<\/th>        <th\n                data-hide=\"phone\"        class=\"phone wdtheader numdata integer \"\n        style=\"\">        AMD 9970X NVIDIA 5060<\/th>        <th\n                data-hide=\"phone\"        class=\"phone wdtheader numdata integer \"\n        style=\"\">        AMD 9970X NVIDIA 4090<\/th>        <th\n                data-hide=\"phone\"        class=\"phone wdtheader numdata integer \"\n        style=\"\">        AMD 9970X NVIDIA 3090 Ti<\/th>    <\/tr>\n<\/thead>\n        <!-- \/Table header -->\n\n        <!-- Table body -->\n        \n<tbody>\n<!-- Table body -->\n<div data-id=\"72\"\n     class=\"wdt-timeline-item wdt-timeline-table_1\"\n     style=\"\">\n    <div class=\"wdt-table-loader\">\n        <div class=\"wdt-table-loader-row wdt-table-loader-header\">\n            <div class=\"wdt-table-loader-header-cell wdt-animated-background\"><\/div>\n            <div class=\"wdt-table-loader-header-cell wdt-animated-background\"><\/div>\n            <div class=\"wdt-table-loader-header-cell wdt-animated-background\"><\/div>\n        <\/div>\n                    <div class=\"wdt-table-loader-row\">\n                <div class=\"wdt-table-loader-cell wdt-animated-background\"><\/div>\n                <div class=\"wdt-table-loader-cell wdt-animated-background\"><\/div>\n                <div class=\"wdt-table-loader-cell wdt-animated-background\"><\/div>\n            <\/div>\n                    <div class=\"wdt-table-loader-row\">\n                <div class=\"wdt-table-loader-cell wdt-animated-background\"><\/div>\n                <div class=\"wdt-table-loader-cell wdt-animated-background\"><\/div>\n                <div class=\"wdt-table-loader-cell wdt-animated-background\"><\/div>\n            <\/div>\n                    <div class=\"wdt-table-loader-row\">\n                <div class=\"wdt-table-loader-cell wdt-animated-background\"><\/div>\n                <div class=\"wdt-table-loader-cell wdt-animated-background\"><\/div>\n                <div class=\"wdt-table-loader-cell wdt-animated-background\"><\/div>\n            <\/div>\n                    <div class=\"wdt-table-loader-row\">\n                <div class=\"wdt-table-loader-cell wdt-animated-background\"><\/div>\n                <div class=\"wdt-table-loader-cell wdt-animated-background\"><\/div>\n                <div class=\"wdt-table-loader-cell wdt-animated-background\"><\/div>\n            <\/div>\n                    <div class=\"wdt-table-loader-row\">\n                <div class=\"wdt-table-loader-cell wdt-animated-background\"><\/div>\n                <div class=\"wdt-table-loader-cell wdt-animated-background\"><\/div>\n                <div class=\"wdt-table-loader-cell wdt-animated-background\"><\/div>\n            <\/div>\n                    <div class=\"wdt-table-loader-row\">\n                <div class=\"wdt-table-loader-cell wdt-animated-background\"><\/div>\n                <div class=\"wdt-table-loader-cell wdt-animated-background\"><\/div>\n                <div class=\"wdt-table-loader-cell wdt-animated-background\"><\/div>\n            <\/div>\n            <\/div>\n<\/div><!-- \/Table body -->\n                    <tr id=\"table_72_row_0\"\n            data-row-index=\"0\">\n                            <td style=\"\">1<\/td>\n                            <td style=\"\">Evan<\/td>\n                            <td style=\"\">Nov 2025 12:05 PM<\/td>\n                            <td style=\"\">Evan<\/td>\n                            <td style=\"\">Nov 2025 12:05 PM<\/td>\n                            <td style=\"\">100 Images<\/td>\n                            <td style=\"\">Calibration<\/td>\n                            <td style=\"\">95<\/td>\n                            <td style=\"\">85<\/td>\n                            <td style=\"\">86<\/td>\n                            <td style=\"\">81<\/td>\n                            <td style=\"\">73<\/td>\n                            <td style=\"\">115<\/td>\n                            <td style=\"\">105<\/td>\n                            <td style=\"\">79<\/td>\n                            <td style=\"\">181<\/td>\n                            <td style=\"\">89<\/td>\n                            <td style=\"\">85<\/td>\n                            <td style=\"\">99<\/td>\n                            <td style=\"\">85<\/td>\n                            <td style=\"\">92<\/td>\n                    <\/tr>\n                            <tr id=\"table_72_row_1\"\n            data-row-index=\"1\">\n                            <td style=\"\">2<\/td>\n                            <td style=\"\">Evan<\/td>\n                            <td style=\"\">Nov 2025 12:05 PM<\/td>\n                            <td style=\"\">Evan<\/td>\n                            <td style=\"\">Nov 2025 12:05 PM<\/td>\n                            <td style=\"\">100 Images<\/td>\n                            <td style=\"\">Generate dense point cloud<\/td>\n                            <td style=\"\">121<\/td>\n                            <td style=\"\">115<\/td>\n                            <td style=\"\">115<\/td>\n                            <td style=\"\">120<\/td>\n                            <td style=\"\">127<\/td>\n                            <td style=\"\">168<\/td>\n                            <td style=\"\">178<\/td>\n                            <td style=\"\">140<\/td>\n                            <td style=\"\">210<\/td>\n                            <td style=\"\">152<\/td>\n                            <td style=\"\">164<\/td>\n                            <td style=\"\">124<\/td>\n                            <td style=\"\">145<\/td>\n                            <td style=\"\">132<\/td>\n                    <\/tr>\n                            <tr id=\"table_72_row_2\"\n            data-row-index=\"2\">\n                            <td style=\"\">3<\/td>\n                            <td style=\"\">Evan<\/td>\n                            <td style=\"\">Nov 2025 12:05 PM<\/td>\n                            <td style=\"\">Evan<\/td>\n                            <td style=\"\">Nov 2025 12:05 PM<\/td>\n                            <td style=\"\">100 Images<\/td>\n                            <td style=\"\">Generate textured mesh<\/td>\n                            <td style=\"\">238<\/td>\n                            <td style=\"\">225<\/td>\n                            <td style=\"\">226<\/td>\n                            <td style=\"\">233<\/td>\n                            <td style=\"\">230<\/td>\n                            <td style=\"\">303<\/td>\n                            <td style=\"\">331<\/td>\n                            <td style=\"\">256<\/td>\n                            <td style=\"\">275<\/td>\n                            <td style=\"\">234<\/td>\n                            <td style=\"\">222<\/td>\n                            <td style=\"\">224<\/td>\n                            <td style=\"\">221<\/td>\n                            <td style=\"\">223<\/td>\n                    <\/tr>\n                            <tr id=\"table_72_row_3\"\n            data-row-index=\"3\">\n                            <td style=\"\">4<\/td>\n                            <td style=\"\">Evan<\/td>\n                            <td style=\"\">Nov 2025 12:05 PM<\/td>\n                            <td style=\"\">Evan<\/td>\n                            <td style=\"\">Nov 2025 12:05 PM<\/td>\n                            <td style=\"\">100 Images<\/td>\n                            <td style=\"\">Generate DSM<\/td>\n                            <td style=\"\">38<\/td>\n                            <td style=\"\">38<\/td>\n                            <td style=\"\">38<\/td>\n                            <td style=\"\">29<\/td>\n                            <td style=\"\">34<\/td>\n                            <td style=\"\">80<\/td>\n                            <td style=\"\">54<\/td>\n                            <td style=\"\">38<\/td>\n                            <td style=\"\">30<\/td>\n                            <td style=\"\">35<\/td>\n                            <td style=\"\">37<\/td>\n                            <td style=\"\">37<\/td>\n                            <td style=\"\">37<\/td>\n                            <td style=\"\">37<\/td>\n                    <\/tr>\n                            <tr id=\"table_72_row_4\"\n            data-row-index=\"4\">\n                            <td style=\"\">5<\/td>\n                            <td style=\"\">Evan<\/td>\n                            <td style=\"\">Nov 2025 12:05 PM<\/td>\n                            <td style=\"\">Evan<\/td>\n                            <td style=\"\">Nov 2025 12:05 PM<\/td>\n                            <td style=\"\">100 Images<\/td>\n                            <td style=\"\">Generate orthomosaic<\/td>\n                            <td style=\"\">20<\/td>\n                            <td style=\"\">19<\/td>\n                            <td style=\"\">19<\/td>\n                            <td style=\"\">21<\/td>\n                            <td style=\"\">21<\/td>\n                            <td style=\"\">33<\/td>\n                            <td style=\"\">37<\/td>\n                            <td style=\"\">26<\/td>\n                            <td style=\"\">13<\/td>\n                            <td style=\"\">30<\/td>\n                            <td style=\"\">20<\/td>\n                            <td style=\"\">27<\/td>\n                            <td style=\"\">24<\/td>\n                            <td style=\"\">25<\/td>\n                    <\/tr>\n            <\/tbody>        <!-- \/Table body -->\n\n        <!-- Table footer -->\n        \n    <tfoot>\n                <tr style=\"display: none\">\n                            <td\n                class=\"wdtheader  numdata integer \"\n                style=\"\"><\/td>                <td\n                class=\"wdtheader  \"\n                style=\"\"><\/td>                <td\n                class=\"wdtheader  \"\n                style=\"\"><\/td>                <td\n                class=\"wdtheader  \"\n                style=\"\"><\/td>                <td\n                class=\"wdtheader  \"\n                style=\"\"><\/td>                <td\n                class=\"wdtheader  \"\n                style=\"\">Image Set<\/td>                <td\n                class=\"wdtheader  \"\n                style=\"\">Step<\/td>                <td\n                class=\"wdtheader  numdata integer \"\n                style=\"\"><\/td>                <td\n                class=\"wdtheader  numdata integer \"\n                style=\"\"><\/td>                <td\n                class=\"wdtheader  numdata integer \"\n                style=\"\"><\/td>                <td\n                class=\"wdtheader  numdata integer \"\n                style=\"\"><\/td>                <td\n                class=\"wdtheader  numdata integer \"\n                style=\"\"><\/td>                <td\n                class=\"wdtheader  numdata integer \"\n                style=\"\"><\/td>                <td\n                class=\"wdtheader  numdata integer \"\n                style=\"\"><\/td>                <td\n                class=\"wdtheader  numdata integer \"\n                style=\"\"><\/td>                <td\n                class=\"wdtheader  numdata integer \"\n                style=\"\"><\/td>                <td\n                class=\"wdtheader  numdata integer \"\n                style=\"\"><\/td>                <td\n                class=\"wdtheader  numdata integer \"\n                style=\"\"><\/td>                <td\n                class=\"wdtheader  numdata integer \"\n                style=\"\"><\/td>                <td\n                class=\"wdtheader  numdata integer \"\n                style=\"\"><\/td>                <td\n                class=\"wdtheader  numdata integer \"\n                style=\"\"><\/td>        <\/tr>\n                            <\/tfoot>\n        <!-- \/Table footer -->\n    <\/table>\n\n<\/div><style>\ntable.wpDataTable td.numdata { text-align: right !important; }\n<\/style>\n<style>\n            \/* th background color *\/\n    .wpdt-c.wpDataTablesWrapper table.wpdtSimpleTable.bt[data-has-header='1'] td.wpdt-header-classes,\n    .wpdt-c.wpDataTablesWrapper table.wpdtSimpleTable thead th,\n    .wpdt-c .wpDataTablesWrapper table.wpDataTable thead th,\n    .wpdt-c .wpDataTablesWrapper table.wpDataTable thead th.sorting {\n        background-color: #F2F2F2 !important;\n        background-image: none !important;\n    }\n\n                    \/* th active\/hover background color *\/\n    .wpdt-c .wpDataTablesWrapper table.wpDataTable thead th.sorting_asc,\n    .wpdt-c .wpDataTablesWrapper table.wpDataTable thead th.sorting_desc,\n    .wpdt-c .wpDataTablesWrapper table.wpDataTable thead th.sorting:hover,\n    .wpdt-c .wpDataTablesWrapper table.wpDataTable.wpdtSimpleTable thead th:hover,\n    .wpdt-c.wpDataTablesWrapper table.wpDataTable.wpdtSimpleTable thead th:hover {\n        background-color: #FFFFFF !important;\n        background-image: none !important;\n    }\n\n    \n                    \/* even rows background color *\/\n    .wpdt-c.wpDataTablesWrapper table.wpdtSimpleTable tr.even td,\n    .wpdt-c .wpDataTablesWrapper table.wpDataTable tr.even td,\n    .wpdt-c .wpDataTablesWrapper table.has-columns-hidden tr.row-detail > td {\n        background-color: #F2F2F2 !important;\n    }\n\n                    \/* rows hover background color *\/\n    .wpdt-c.wpDataTablesWrapper table.wpdtSimpleTable tr.odd:hover > td,\n    .wpdt-c .wpDataTablesWrapper table.wpDataTable tr.odd:hover > td,\n    .wpdt-c .wpDataTablesWrapper table.wpDataTable tr.odd:hover > td.sorting_1,\n    .wpdt-c .wpDataTablesWrapper table.wpDataTable tr.even:hover > td,\n    .wpdt-c.wpDataTablesWrapper table.wpdtSimpleTable tr.even:hover > td,\n    .wpdt-c .wpDataTablesWrapper table.wpDataTable tr.even:hover > td.sorting_1 {\n        background-color: #07CC95 !important;\n    }\n\n                                                                        \n                <\/style>\n<style>\n<\/style>\n<style>\n                            \n                                        \n                    \n<\/style>\n<\/div>\n\n\n\n<p>For the rest of the charts, we converted from seconds to minutes or hours as appropriate. This kept numbers more readable, and while it does mean some precision was lost to rounding we don&#8217;t believe that alters our conclusions.<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-cpu\"><span class=\"ez-toc-section\" id=\"CPU\"><\/span>CPU<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<script type=\"text\/javascript\">\n    jQuery(document).ready(function(){\n        var slid_to = 0;\n        jQuery('#image-gallery-76089').on('slid.bs.carousel', function(e){\n            slid_to = e.to;\n        });\n        jQuery('#image-gallery-76089LargeCarousel').on('slid.bs.carousel', function(e){\n            slid_to = e.to;\n            jQuery('#image-gallery-76089').carousel(slid_to);\n        });\n\n        jQuery('#image-gallery-76089 .carousel-item img').click(function(){\n            jQuery('#image-gallery-76089LargeCarousel').carousel(slid_to);\n        });\n    });\n<\/script>\n\n<div id=\"image-gallery-76089\" class=\"carousel carousel-dark slide gallery\" data-interval=\"false\">\n\t<div class=\"carousel-indicators\">\n\t\t            <div data-target=\"#image-gallery-76089\" data-slide-to=\"0\" class=\"active\">\n                <img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/wp-cdn.pugetsystems.com\/2025\/11\/Pix_Pix4DCPU_Time_100_f1-150x150.png\" class=\"carousel-thumbnail\" alt=\"\" \/>            <\/div>\n                        <div data-target=\"#image-gallery-76089\" data-slide-to=\"1\" >\n                <img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/wp-cdn.pugetsystems.com\/2025\/11\/Pix_Pix4DCPU_Time_1880_f1-150x150.png\" class=\"carousel-thumbnail\" alt=\"\" \/>            <\/div>\n            \t<\/div><!-- .carousel-indicators -->\n\t\t<div class=\"carousel-inner\">\n\t\t\t\t\t<div class=\"carousel-item active\">\n\n                \t\t\t\t<img decoding=\"async\" src=\"https:\/\/wp-cdn.pugetsystems.com\/2025\/11\/Pix_Pix4DCPU_Time_100_f1.png\"\n\t\t\t\t     alt=\"\" class=\"d-block mx-auto h-100\" data-id=\"0\" data-toggle=\"modal\" data-target=\"#image-gallery-76089Modal\" \/>\n                \t\t\t<\/div>\n\t\t\t\t\t\t<div class=\"carousel-item \">\n\n                \t\t\t\t<img decoding=\"async\" src=\"https:\/\/wp-cdn.pugetsystems.com\/2025\/11\/Pix_Pix4DCPU_Time_1880_f1.png\"\n\t\t\t\t     alt=\"\" class=\"d-block mx-auto h-100\" data-id=\"1\" data-toggle=\"modal\" data-target=\"#image-gallery-76089Modal\" \/>\n                \t\t\t<\/div>\n\t\t\t\t<\/div>\n\t<a class=\"carousel-control-prev\" href=\"#image-gallery-76089\" role=\"button\" data-slide=\"prev\">\n\t\t<span class=\"carousel-control-prev-icon\" aria-hidden=\"true\"><\/span>\n\t\t<span class=\"sr-only\">Previous<\/span>\n\t<\/a>\n\t<a class=\"carousel-control-next\" href=\"#image-gallery-76089\" role=\"button\" data-slide=\"next\">\n\t\t<span class=\"carousel-control-next-icon\" aria-hidden=\"true\"><\/span>\n\t\t<span class=\"sr-only\">Next<\/span>\n\t<\/a>\n<\/div>\n<div class=\"gallery-caption\"><\/div>\n\n\n\n\n\n<div class=\"modal fade\" id=\"image-gallery-76089Modal\" tabindex=\"-1\" role=\"dialog\">\n\t<div class=\"modal-dialog modal-xl\" role=\"document\">\n\t\t<div class=\"modal-content\">\n\t\t\t<div class=\"modal-header\">\n\t\t\t\t<h5 class=\"modal-title\">System Image<\/h5>\n\t\t\t\t<button type=\"button\" class=\"close\" data-dismiss=\"modal\" aria-label=\"Close\">\n\t\t\t\t\t<span aria-hidden=\"true\">&times;<\/span>\n\t\t\t\t<\/button>\n\t\t\t<\/div>\n\t\t\t<div class=\"modal-body\">\n\t\t\t\t<div id=\"image-gallery-76089LargeCarousel\" class=\"carousel carousel-dark slide modal-gallery\" data-interval=\"false\">\n\t\t\t\t\t\t\t\t\t<ol class=\"carousel-indicators\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li data-target=\"#image-gallery-76089LargeCarousel\" data-slide-to=\"0\" class=\"active\"><\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<li data-target=\"#image-gallery-76089LargeCarousel\" data-slide-to=\"1\" ><\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t<\/ol>\n\t\t\t\t\t\t\t\t\t<div class=\"carousel-inner\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"carousel-item active\">\n                                <img loading=\"lazy\" decoding=\"async\" width=\"720\" height=\"624\" src=\"https:\/\/wp-cdn.pugetsystems.com\/2025\/11\/Pix_Pix4DCPU_Time_100_f1.png\" class=\"d-block mx-auto h-100\" alt=\"\" data-id=\"0\" data-toggle=\"modal\" data-target=\"#image-gallery-76089Modal\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"full-res-image-wrapper text-center\">\n\t\t\t\t\t\t\t\t\t<a class=\"btn btn-light btn-lg\" href=\"https:\/\/wp-cdn.pugetsystems.com\/2025\/11\/Pix_Pix4DCPU_Time_100_f1.png\" target=\"_blank\">Open Full Resolution <i class=\"fas fa-external-link-alt\"><\/i><\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"carousel-item \">\n                                <img loading=\"lazy\" decoding=\"async\" width=\"720\" height=\"624\" src=\"https:\/\/wp-cdn.pugetsystems.com\/2025\/11\/Pix_Pix4DCPU_Time_1880_f1.png\" class=\"d-block mx-auto h-100\" alt=\"\" data-id=\"1\" data-toggle=\"modal\" data-target=\"#image-gallery-76089Modal\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"full-res-image-wrapper text-center\">\n\t\t\t\t\t\t\t\t\t<a class=\"btn btn-light btn-lg\" href=\"https:\/\/wp-cdn.pugetsystems.com\/2025\/11\/Pix_Pix4DCPU_Time_1880_f1.png\" target=\"_blank\">Open Full Resolution <i class=\"fas fa-external-link-alt\"><\/i><\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<a class=\"carousel-control-prev\" href=\"#image-gallery-76089LargeCarousel\" role=\"button\" data-slide=\"prev\">\n\t\t\t\t\t\t<span class=\"carousel-control-prev-icon\" aria-hidden=\"true\"><\/span>\n\t\t\t\t\t\t<span class=\"sr-only\">Previous<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t<a class=\"carousel-control-next\" href=\"#image-gallery-76089LargeCarousel\" role=\"button\" data-slide=\"next\">\n\t\t\t\t\t\t<span class=\"carousel-control-next-icon\" aria-hidden=\"true\"><\/span>\n\t\t\t\t\t\t<span class=\"sr-only\">Next<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t<\/div><!-- .modal-body -->\n\t\t<\/div>\n\t<\/div>\n<\/div>\n\n\n<p>We started off looking at CPU results. PIX4Dmatic is an interesting program because of the mixture of workloads it uses during processing. Although some portions are fairly well threaded, we found areas like Calibration to be dependent on single-threaded CPU performance over multi-threaded performance. This meant that, for modern processors, the overall difference in time wasn&#8217;t huge. Processors with better single-threaded performance typically have worse multithreaded performance, and these tend to offset each other. Additionally, we found that the program didn&#8217;t use more than 64 logical processors, so scaling beyond 32 cores with SMT didn&#8217;t have any benefit.<\/p>\n\n\n\n<p>It does appear that, as we increased the number of images, the relative performance between good single-threaded processors and good multi-threaded processors inverted, though the overall performance difference was still small. When we revisit PIX4Dmatic in the future with larger data sets, we suspect that may show more differentiation. Of course, there is a lurking variable here of RAM capacity. The AMD Ryzen\u2122 9950X3D and Intel Core\u2122 Ultra 285K only had 64 GB of RAM, compared to 128 GB on the other systems, and we found that the larger image set used up to approximately 80 GB of RAM. This could also be responsible for the performance inversion, and will be another aspect to test in the future.<\/p>\n\n\n\n<p>Overall, with a modern CPU, we don&#8217;t think that small and medium-sized image sets need a particularly powerful processor. A good quality desktop-class CPU should be sufficient, though for the larger-sized datasets, users will want more than 64 GB of RAM. We would recommend against a Xeon W processor, though, as we found ours to have exceptionally bad performance in this workflow.<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-gpu\"><span class=\"ez-toc-section\" id=\"GPU\"><\/span>GPU<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<script type=\"text\/javascript\">\n    jQuery(document).ready(function(){\n        var slid_to = 0;\n        jQuery('#image-gallery-91382').on('slid.bs.carousel', function(e){\n            slid_to = e.to;\n        });\n        jQuery('#image-gallery-91382LargeCarousel').on('slid.bs.carousel', function(e){\n            slid_to = e.to;\n            jQuery('#image-gallery-91382').carousel(slid_to);\n        });\n\n        jQuery('#image-gallery-91382 .carousel-item img').click(function(){\n            jQuery('#image-gallery-91382LargeCarousel').carousel(slid_to);\n        });\n    });\n<\/script>\n\n<div id=\"image-gallery-91382\" class=\"carousel carousel-dark slide gallery\" data-interval=\"false\">\n\t<div class=\"carousel-indicators\">\n\t\t            <div data-target=\"#image-gallery-91382\" data-slide-to=\"0\" class=\"active\">\n                <img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/wp-cdn.pugetsystems.com\/2025\/11\/Pix_Pix4DGPU_Time_100_f1-150x150.png\" class=\"carousel-thumbnail\" alt=\"\" \/>            <\/div>\n                        <div data-target=\"#image-gallery-91382\" data-slide-to=\"1\" >\n                <img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/wp-cdn.pugetsystems.com\/2025\/11\/Pix_Pix4DGPU_Time_1880_f1-150x150.png\" class=\"carousel-thumbnail\" alt=\"\" \/>            <\/div>\n            \t<\/div><!-- .carousel-indicators -->\n\t\t<div class=\"carousel-inner\">\n\t\t\t\t\t<div class=\"carousel-item active\">\n\n                \t\t\t\t<img decoding=\"async\" src=\"https:\/\/wp-cdn.pugetsystems.com\/2025\/11\/Pix_Pix4DGPU_Time_100_f1.png\"\n\t\t\t\t     alt=\"\" class=\"d-block mx-auto h-100\" data-id=\"0\" data-toggle=\"modal\" data-target=\"#image-gallery-91382Modal\" \/>\n                \t\t\t<\/div>\n\t\t\t\t\t\t<div class=\"carousel-item \">\n\n                \t\t\t\t<img decoding=\"async\" src=\"https:\/\/wp-cdn.pugetsystems.com\/2025\/11\/Pix_Pix4DGPU_Time_1880_f1.png\"\n\t\t\t\t     alt=\"\" class=\"d-block mx-auto h-100\" data-id=\"1\" data-toggle=\"modal\" data-target=\"#image-gallery-91382Modal\" \/>\n                \t\t\t<\/div>\n\t\t\t\t<\/div>\n\t<a class=\"carousel-control-prev\" href=\"#image-gallery-91382\" role=\"button\" data-slide=\"prev\">\n\t\t<span class=\"carousel-control-prev-icon\" aria-hidden=\"true\"><\/span>\n\t\t<span class=\"sr-only\">Previous<\/span>\n\t<\/a>\n\t<a class=\"carousel-control-next\" href=\"#image-gallery-91382\" role=\"button\" data-slide=\"next\">\n\t\t<span class=\"carousel-control-next-icon\" aria-hidden=\"true\"><\/span>\n\t\t<span class=\"sr-only\">Next<\/span>\n\t<\/a>\n<\/div>\n<div class=\"gallery-caption\"><\/div>\n\n\n\n\n\n<div class=\"modal fade\" id=\"image-gallery-91382Modal\" tabindex=\"-1\" role=\"dialog\">\n\t<div class=\"modal-dialog modal-xl\" role=\"document\">\n\t\t<div class=\"modal-content\">\n\t\t\t<div class=\"modal-header\">\n\t\t\t\t<h5 class=\"modal-title\">System Image<\/h5>\n\t\t\t\t<button type=\"button\" class=\"close\" data-dismiss=\"modal\" aria-label=\"Close\">\n\t\t\t\t\t<span aria-hidden=\"true\">&times;<\/span>\n\t\t\t\t<\/button>\n\t\t\t<\/div>\n\t\t\t<div class=\"modal-body\">\n\t\t\t\t<div id=\"image-gallery-91382LargeCarousel\" class=\"carousel carousel-dark slide modal-gallery\" data-interval=\"false\">\n\t\t\t\t\t\t\t\t\t<ol class=\"carousel-indicators\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li data-target=\"#image-gallery-91382LargeCarousel\" data-slide-to=\"0\" class=\"active\"><\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<li data-target=\"#image-gallery-91382LargeCarousel\" data-slide-to=\"1\" ><\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t<\/ol>\n\t\t\t\t\t\t\t\t\t<div class=\"carousel-inner\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"carousel-item active\">\n                                <img loading=\"lazy\" decoding=\"async\" width=\"720\" height=\"624\" src=\"https:\/\/wp-cdn.pugetsystems.com\/2025\/11\/Pix_Pix4DGPU_Time_100_f1.png\" class=\"d-block mx-auto h-100\" alt=\"\" data-id=\"0\" data-toggle=\"modal\" data-target=\"#image-gallery-91382Modal\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"full-res-image-wrapper text-center\">\n\t\t\t\t\t\t\t\t\t<a class=\"btn btn-light btn-lg\" href=\"https:\/\/wp-cdn.pugetsystems.com\/2025\/11\/Pix_Pix4DGPU_Time_100_f1.png\" target=\"_blank\">Open Full Resolution <i class=\"fas fa-external-link-alt\"><\/i><\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"carousel-item \">\n                                <img loading=\"lazy\" decoding=\"async\" width=\"720\" height=\"624\" src=\"https:\/\/wp-cdn.pugetsystems.com\/2025\/11\/Pix_Pix4DGPU_Time_1880_f1.png\" class=\"d-block mx-auto h-100\" alt=\"\" data-id=\"1\" data-toggle=\"modal\" data-target=\"#image-gallery-91382Modal\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"full-res-image-wrapper text-center\">\n\t\t\t\t\t\t\t\t\t<a class=\"btn btn-light btn-lg\" href=\"https:\/\/wp-cdn.pugetsystems.com\/2025\/11\/Pix_Pix4DGPU_Time_1880_f1.png\" target=\"_blank\">Open Full Resolution <i class=\"fas fa-external-link-alt\"><\/i><\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<a class=\"carousel-control-prev\" href=\"#image-gallery-91382LargeCarousel\" role=\"button\" data-slide=\"prev\">\n\t\t\t\t\t\t<span class=\"carousel-control-prev-icon\" aria-hidden=\"true\"><\/span>\n\t\t\t\t\t\t<span class=\"sr-only\">Previous<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t<a class=\"carousel-control-next\" href=\"#image-gallery-91382LargeCarousel\" role=\"button\" data-slide=\"next\">\n\t\t\t\t\t\t<span class=\"carousel-control-next-icon\" aria-hidden=\"true\"><\/span>\n\t\t\t\t\t\t<span class=\"sr-only\">Next<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t<\/div><!-- .modal-body -->\n\t\t<\/div>\n\t<\/div>\n<\/div>\n\n\n<p>After CPUs, we examined whether GPUs have any effect on performance in PIX4Dmatic. Not all portions of the program are GPU-accelerated, but areas like Calibration, Dense point cloud, Image pre-processing, and Orthomosaic do make use of it. Interestingly, though, we didn&#8217;t see much difference in overall time between different GPUs. There was some benefit from a faster GPU, especially in the aforementioned areas, but investing in a high-end GPU probably isn&#8217;t necessary. We also found that the GeForce RTX 5090 performed anomalously badly in our testing, but we are not sure why this was the case.<\/p>\n\n\n\n<p>The other aspect of GPU performance is VRAM capacity. In our testing, we observed that the 100-image dataset would use about 4 GB of VRAM, while the 1880-image dataset would use about 8 GB. This isn&#8217;t linear growth, but we expect that an image set on the scale of tens of thousands of images may want more than what some low-end cards provide. For most users, though, we&#8217;d stick with a modern NVIDIA GPU with at least 12 GB of VRAM.<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-system\"><span class=\"ez-toc-section\" id=\"System\"><\/span>System<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<script type=\"text\/javascript\">\n    jQuery(document).ready(function(){\n        var slid_to = 0;\n        jQuery('#image-gallery-91610').on('slid.bs.carousel', function(e){\n            slid_to = e.to;\n        });\n        jQuery('#image-gallery-91610LargeCarousel').on('slid.bs.carousel', function(e){\n            slid_to = e.to;\n            jQuery('#image-gallery-91610').carousel(slid_to);\n        });\n\n        jQuery('#image-gallery-91610 .carousel-item img').click(function(){\n            jQuery('#image-gallery-91610LargeCarousel').carousel(slid_to);\n        });\n    });\n<\/script>\n\n<div id=\"image-gallery-91610\" class=\"carousel carousel-dark slide gallery\" data-interval=\"false\">\n\t<div class=\"carousel-indicators\">\n\t\t            <div data-target=\"#image-gallery-91610\" data-slide-to=\"0\" class=\"active\">\n                <img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/wp-cdn.pugetsystems.com\/2025\/11\/Pix_Pix4DSYS_Time_100_f1-150x150.png\" class=\"carousel-thumbnail\" alt=\"\" \/>            <\/div>\n                        <div data-target=\"#image-gallery-91610\" data-slide-to=\"1\" >\n                <img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/wp-cdn.pugetsystems.com\/2025\/11\/Pix_Pix4DSYS_Time_1880_f1-150x150.png\" class=\"carousel-thumbnail\" alt=\"\" \/>            <\/div>\n            \t<\/div><!-- .carousel-indicators -->\n\t\t<div class=\"carousel-inner\">\n\t\t\t\t\t<div class=\"carousel-item active\">\n\n                \t\t\t\t<img decoding=\"async\" src=\"https:\/\/wp-cdn.pugetsystems.com\/2025\/11\/Pix_Pix4DSYS_Time_100_f1.png\"\n\t\t\t\t     alt=\"\" class=\"d-block mx-auto h-100\" data-id=\"0\" data-toggle=\"modal\" data-target=\"#image-gallery-91610Modal\" \/>\n                \t\t\t<\/div>\n\t\t\t\t\t\t<div class=\"carousel-item \">\n\n                \t\t\t\t<img decoding=\"async\" src=\"https:\/\/wp-cdn.pugetsystems.com\/2025\/11\/Pix_Pix4DSYS_Time_1880_f1.png\"\n\t\t\t\t     alt=\"\" class=\"d-block mx-auto h-100\" data-id=\"1\" data-toggle=\"modal\" data-target=\"#image-gallery-91610Modal\" \/>\n                \t\t\t<\/div>\n\t\t\t\t<\/div>\n\t<a class=\"carousel-control-prev\" href=\"#image-gallery-91610\" role=\"button\" data-slide=\"prev\">\n\t\t<span class=\"carousel-control-prev-icon\" aria-hidden=\"true\"><\/span>\n\t\t<span class=\"sr-only\">Previous<\/span>\n\t<\/a>\n\t<a class=\"carousel-control-next\" href=\"#image-gallery-91610\" role=\"button\" data-slide=\"next\">\n\t\t<span class=\"carousel-control-next-icon\" aria-hidden=\"true\"><\/span>\n\t\t<span class=\"sr-only\">Next<\/span>\n\t<\/a>\n<\/div>\n<div class=\"gallery-caption\"><\/div>\n\n\n\n\n\n<div class=\"modal fade\" id=\"image-gallery-91610Modal\" tabindex=\"-1\" role=\"dialog\">\n\t<div class=\"modal-dialog modal-xl\" role=\"document\">\n\t\t<div class=\"modal-content\">\n\t\t\t<div class=\"modal-header\">\n\t\t\t\t<h5 class=\"modal-title\">System Image<\/h5>\n\t\t\t\t<button type=\"button\" class=\"close\" data-dismiss=\"modal\" aria-label=\"Close\">\n\t\t\t\t\t<span aria-hidden=\"true\">&times;<\/span>\n\t\t\t\t<\/button>\n\t\t\t<\/div>\n\t\t\t<div class=\"modal-body\">\n\t\t\t\t<div id=\"image-gallery-91610LargeCarousel\" class=\"carousel carousel-dark slide modal-gallery\" data-interval=\"false\">\n\t\t\t\t\t\t\t\t\t<ol class=\"carousel-indicators\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<li data-target=\"#image-gallery-91610LargeCarousel\" data-slide-to=\"0\" class=\"active\"><\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<li data-target=\"#image-gallery-91610LargeCarousel\" data-slide-to=\"1\" ><\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t<\/ol>\n\t\t\t\t\t\t\t\t\t<div class=\"carousel-inner\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"carousel-item active\">\n                                <img loading=\"lazy\" decoding=\"async\" width=\"720\" height=\"624\" src=\"https:\/\/wp-cdn.pugetsystems.com\/2025\/11\/Pix_Pix4DSYS_Time_100_f1.png\" class=\"d-block mx-auto h-100\" alt=\"\" data-id=\"0\" data-toggle=\"modal\" data-target=\"#image-gallery-91610Modal\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"full-res-image-wrapper text-center\">\n\t\t\t\t\t\t\t\t\t<a class=\"btn btn-light btn-lg\" href=\"https:\/\/wp-cdn.pugetsystems.com\/2025\/11\/Pix_Pix4DSYS_Time_100_f1.png\" target=\"_blank\">Open Full Resolution <i class=\"fas fa-external-link-alt\"><\/i><\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"carousel-item \">\n                                <img loading=\"lazy\" decoding=\"async\" width=\"720\" height=\"624\" src=\"https:\/\/wp-cdn.pugetsystems.com\/2025\/11\/Pix_Pix4DSYS_Time_1880_f1.png\" class=\"d-block mx-auto h-100\" alt=\"\" data-id=\"1\" data-toggle=\"modal\" data-target=\"#image-gallery-91610Modal\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"full-res-image-wrapper text-center\">\n\t\t\t\t\t\t\t\t\t<a class=\"btn btn-light btn-lg\" href=\"https:\/\/wp-cdn.pugetsystems.com\/2025\/11\/Pix_Pix4DSYS_Time_1880_f1.png\" target=\"_blank\">Open Full Resolution <i class=\"fas fa-external-link-alt\"><\/i><\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<a class=\"carousel-control-prev\" href=\"#image-gallery-91610LargeCarousel\" role=\"button\" data-slide=\"prev\">\n\t\t\t\t\t\t<span class=\"carousel-control-prev-icon\" aria-hidden=\"true\"><\/span>\n\t\t\t\t\t\t<span class=\"sr-only\">Previous<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t<a class=\"carousel-control-next\" href=\"#image-gallery-91610LargeCarousel\" role=\"button\" data-slide=\"next\">\n\t\t\t\t\t\t<span class=\"carousel-control-next-icon\" aria-hidden=\"true\"><\/span>\n\t\t\t\t\t\t<span class=\"sr-only\">Next<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t<\/div><!-- .modal-body -->\n\t\t<\/div>\n\t<\/div>\n<\/div>\n\n\n<p>Many PIX4Dmatic users are on older hardware or laptops. Although we didn&#8217;t have time to test too far into the past, we wanted to look at how some possible systems from a few years ago compare to modern configurations. The most interesting thing we found is that there is far more differentiation in performance between current and past-gen hardware than between different models within the same generation. For instance, a Core Ultra 9 285K paired with the GeForce RTX 5080 is 15% faster than a Core i9 13900K with RTX 3080.<\/p>\n\n\n\n<p>Users on a laptop\u2014especially an older laptop\u2014would see fairly large improvements from moving to even a midrange desktop system. For example, a Core Ultra 7 265K paired with an RTX 5070 could reduce times by 20% from a top-end laptop. This represents a potential time savings of close to an hour on a multi-thousand-image dataset!<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-conclusion\"><span class=\"ez-toc-section\" id=\"Conclusion\"><\/span>Conclusion<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Overall, we found that high-end, enthusiast-class hardware was sufficient for maximizing performance in PIX4Dmatic at the dataset sizes we tested. A Ryzen 9 9950X3D, Core Ultra 9 285K, and all varieties of Threadripper 9000 processors performed nearly identically. We think it is possible we could see more differentiation here with a larger image set\u2014something we hope to test in the future\u2014but most end users don&#8217;t need to break the bank on super-high-end setups. Given that we didn&#8217;t see core usage beyond 64 logical processors, users don&#8217;t need to invest in the very highest-end Threadripper processors.<\/p>\n\n\n\n<p>However, when comparing to lower-end or older systems, we found there were potentially significant time savings to be gained from better hardware. Going from a Core Ultra 7 265K and RTX 5070 to a 285K and 5080 could save 20 minutes on a three-hour processing step (a roughly 10% improvement). Going from laptop to desktop hardware was even more dramatic, with a high-end Windows laptop taking an hour longer than a comparable desktop computer on a nominal 2.7-hour-long render.<\/p>\n\n\n\n<p>Based on our testing here, we found relatively consistent scaling between components across data set sizes. This means that on even larger datasets, we expect to see similar scaling. Given this, our general recommendation for desktop hardware is that an entry-level system should have a 265K or equivalent, 64 GB of RAM, and a NVIDIA GeForce RTX 50 Series card with at least 12 GB of VRAM. A mid-tier system, good for thousands of photographs, should feature a 9950X, 128 GB of RAM, and a 5080, while a top-end system wants a 9975WX with at least 256 GB of RAM and a 5080 or better.<\/p>\n\n\n\n<p>Going forward, we plan on including PIX4Dmatic as part of our regular testing\u2014both roundups on significant releases and as part of our AEC articles. This will allow us to cover even more hardware and ensure that there is good information for the best hardware to use for a PIX4Dmatic workstation. <\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity is-style-dots\"\/>\n\n\n\n<p>If you need a powerful workstation to tackle the applications we\u2019ve tested, the Puget Systems workstations on our&nbsp;<a href=\"\/solutions\/\" target=\"_blank\" rel=\"noreferrer noopener\">solutions page<\/a>&nbsp;are tailored to excel in various software packages. If you prefer <span style=\"margin: 0px; padding: 0px;\">a more hands-on approach, our&nbsp;<a href=\"\/products\/workstations\/configure\/\" target=\"_blank\" rel=\"noreferrer noopener\">custom configuration page<\/a>&nbsp;helps you configur<\/span>e a workstation that matches your&nbsp;needs. Otherwise, if you would like more guidance in configuring a workstation that aligns with your unique workflow,&nbsp;<a href=\"\/contact-expert\/\" target=\"_blank\" rel=\"noreferrer noopener\">our knowledgeable technology consultants<\/a>&nbsp;are here to lend their expertise.<\/p>\n\n\n\n<div style=\"height:10px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n<div class=\"wp-bootstrap-blocks-row row puget-icon-section\">\n\t\n\n<div class=\"col-12 col-md-6\">\n\t\t\t\n\n<div style=\"height:10px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-image size-thumbnail is-resized text-center\"><a href=\"\/solutions\/photogrammetry-workstations\/pix4d\/\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/wp-cdn.pugetsystems.com\/2022\/12\/computer-icon.png\" alt=\"Tower Computer Icon in Puget Systems Colors\" class=\"wp-image-12659\" style=\"width:113px;height:113px\" title=\"\"\/><\/a><\/figure>\n\n\n\n<h4 class=\"wp-block-heading has-text-align-center\" id=\"h-looking-for-a-pix4dmatic-workstation\">Looking for a<br>PIX4Dmatic workstation?<\/h4>\n\n\n\n<p class=\"has-text-align-center\">We build computers tailor-made for your workflow.&nbsp;<\/p>\n\n\n<div class=\"wp-bootstrap-blocks-button text-center\">\n\t<a\n\t\thref=\"\/solutions\/photogrammetry-workstations\/pix4d\/\"\n\t\t\t\t\t\tclass=\"btn btn-primary\"\n\t>\n\t\tConfigure a System\t<\/a>\n<\/div>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\t<\/div>\n\n\n\n<div class=\"col-12 col-md-6\">\n\t\t\t\n\n<div style=\"height:10px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-image size-thumbnail is-resized text-center\"><a href=\"\/contact-expert\/\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/wp-cdn.pugetsystems.com\/2022\/08\/talking-icon.png\" alt=\"Talking Head Icon in Puget Systems Colors\" class=\"wp-image-12657\" style=\"width:113px;height:113px\" title=\"\"\/><\/a><\/figure>\n\n\n\n<h4 class=\"wp-block-heading has-text-align-center\" id=\"h-don-t-know-where-to-start-we-can-help\">Don&#8217;t know where to start?<br>We can help!<\/h4>\n\n\n\n<p class=\"has-text-align-center\">Get in touch with one of our technical consultants today.<\/p>\n\n\n<div class=\"wp-bootstrap-blocks-button text-center\">\n\t<a\n\t\thref=\"\/contact-expert\/\"\n\t\t\t\t\t\tclass=\"btn btn-primary\"\n\t>\n\t\tTalk to an Expert\t<\/a>\n<\/div>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\t<\/div>\n\n<\/div>\n\n\n\n<div class=\"wp-block-columns border rounded p-2 is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h3 class=\"wp-block-heading has-text-align-center\">Related Content<\/h3>\n\n\n \n<div class=\"related-content\">\n\t<ul class=\"related-content-list\">\n\t\t\t\t\t\t<li class=\"related-content-list-item\">\n\t\t\t\t\t<a href=\"https:\/\/www.pugetsystems.com\/labs\/articles\/2025-professional-gpu-engineering-roundup\/\" title=\"2025 Professional GPU Engineering Roundup\">2025 Professional GPU Engineering Roundup<\/a>\n\t\t\t\t<\/li>\n\t\t\t\t\t\t\t<li class=\"related-content-list-item\">\n\t\t\t\t\t<a href=\"https:\/\/www.pugetsystems.com\/labs\/articles\/exploring-pix4dmatic-hardware-performance\/\" title=\"Exploring PIX4Dmatic Hardware Performance\">Exploring PIX4Dmatic Hardware Performance<\/a>\n\t\t\t\t<\/li>\n\t\t\t\t\t\t\t<li class=\"related-content-list-item\">\n\t\t\t\t\t<a href=\"https:\/\/www.pugetsystems.com\/labs\/articles\/pix4d-4-6-4-cpu-performance-roundup-2260\/\" title=\"Pix4D 4.6.4: CPU Performance Roundup\">Pix4D 4.6.4: CPU Performance Roundup<\/a>\n\t\t\t\t<\/li>\n\t\t\t\t\t\t\t<li class=\"related-content-list-item\">\n\t\t\t\t\t<a href=\"https:\/\/www.pugetsystems.com\/labs\/articles\/nvidia-lite-hash-rate-gpu-performance-2241\/\" title=\"NVIDIA Lite Hash Rate GPU Performance\">NVIDIA Lite Hash Rate GPU Performance<\/a>\n\t\t\t\t<\/li>\n\t\t\t\t<\/ul>\n\t \n\t<a class=\"view-term-link\" href=\"\/all_articles?filter=pix4d\">View\n\t\tAll Related Content<\/a>\n\t<\/div><\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h3 class=\"wp-block-heading has-text-align-center\">Latest Content<\/h3>\n\n\n \n<div class=\"latest-content\">\n\t<ul class=\"latest-content-list\">\n\t\t\t\t\t\t<li class=\"latest-content-list-item\">\n\t\t\t\t\t<a href=\"https:\/\/www.pugetsystems.com\/labs\/articles\/2025-professional-gpu-engineering-roundup\/\" title=\"2025 Professional GPU Engineering Roundup\">2025 Professional GPU Engineering Roundup<\/a>\n\t\t\t\t<\/li>\n\t\t\t\t\t\t\t<li class=\"latest-content-list-item\">\n\t\t\t\t\t<a href=\"https:\/\/www.pugetsystems.com\/labs\/articles\/2025-professional-gpu-content-creation-roundup\/\" title=\"2025 Professional GPU Content Creation Roundup\">2025 Professional GPU Content Creation Roundup<\/a>\n\t\t\t\t<\/li>\n\t\t\t\t\t\t\t<li class=\"latest-content-list-item\">\n\t\t\t\t\t<a href=\"https:\/\/www.pugetsystems.com\/labs\/articles\/a-quick-look-at-rendering-performance-in-windows-vs-linux\/\" title=\"A Quick Look at Rendering Performance in Windows vs Linux\">A Quick Look at Rendering Performance in Windows vs Linux<\/a>\n\t\t\t\t<\/li>\n\t\t\t\t\t\t\t<li class=\"latest-content-list-item\">\n\t\t\t\t\t<a href=\"https:\/\/www.pugetsystems.com\/labs\/hpc\/standing-up-ai-development-quickly-for-supercomputing-2025\/\" title=\"Standing Up AI Development Quickly for Supercomputing 2025\">Standing Up AI Development Quickly for Supercomputing 2025<\/a>\n\t\t\t\t<\/li>\n\t\t\t\t<\/ul>\n\t \n\t\t<a href=\"\/all_posts\" class=\"view-posts-link\">View All<\/a>\n\t<\/div><\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>We explored the impact of different CPUs and GPUs on PIX4Dmatic performance, as well as comparing a few laptops and an older desktop against modern PCs.<\/p>\n","protected":false},"author":192,"featured_media":42230,"menu_order":0,"comment_status":"open","ping_status":"closed","template":"","meta":{"_acf_changed":false,"content-type":"","classic-editor-remember":"","legacy_id":"","redirect_url":[],"expire_date":"","alert_message":"","alert_link":[],"configure_ids":"","system_grid_title":"","system_grid_ids":"","footnotes":""},"article_categories":[7492,7494,7505],"article_tags":[],"coauthors":[9028],"class_list":["post-41758","article","type-article","status-publish","has-post-thumbnail","hentry","article_category-pix4d","article_category-processors","article_category-video-cards"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v26.7 (Yoast SEO v26.7) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Exploring PIX4Dmatic Hardware Performance | Puget Systems<\/title>\n<meta name=\"description\" content=\"We explored the impact of different CPUs and GPUs on PIX4Dmatic performance, as well as comparing a few laptops and an older desktop against modern PCs.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.pugetsystems.com\/labs\/articles\/exploring-pix4dmatic-hardware-performance\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Exploring PIX4Dmatic Hardware Performance\" \/>\n<meta property=\"og:description\" content=\"We explored the impact of different CPUs and GPUs on PIX4Dmatic performance, as well as comparing a few laptops and an older desktop against modern PCs.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.pugetsystems.com\/labs\/articles\/exploring-pix4dmatic-hardware-performance\/\" \/>\n<meta property=\"og:site_name\" content=\"Puget Systems\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/PugetSystems\" \/>\n<meta property=\"article:modified_time\" content=\"2025-11-26T23:54:51+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/wp-cdn.pugetsystems.com\/2025\/11\/Exploring-PIX4Dmatic-Performance.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1280\" \/>\n\t<meta property=\"og:image:height\" content=\"720\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:site\" content=\"@PugetSystems\" \/>\n<meta name=\"twitter:label1\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"9 minutes\" \/>\n\t<meta name=\"twitter:label2\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data2\" content=\"Evan Lagergren\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.pugetsystems.com\/labs\/articles\/exploring-pix4dmatic-hardware-performance\/\",\"url\":\"https:\/\/www.pugetsystems.com\/labs\/articles\/exploring-pix4dmatic-hardware-performance\/\",\"name\":\"Exploring PIX4Dmatic Hardware Performance | Puget Systems\",\"isPartOf\":{\"@id\":\"https:\/\/www.pugetsystems.com\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/www.pugetsystems.com\/labs\/articles\/exploring-pix4dmatic-hardware-performance\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/www.pugetsystems.com\/labs\/articles\/exploring-pix4dmatic-hardware-performance\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/wp-cdn.pugetsystems.com\/2025\/11\/Exploring-PIX4Dmatic-Performance.jpg\",\"datePublished\":\"2025-11-26T23:54:46+00:00\",\"dateModified\":\"2025-11-26T23:54:51+00:00\",\"description\":\"We explored the impact of different CPUs and GPUs on PIX4Dmatic performance, as well as comparing a few laptops and an older desktop against modern PCs.\",\"breadcrumb\":{\"@id\":\"https:\/\/www.pugetsystems.com\/labs\/articles\/exploring-pix4dmatic-hardware-performance\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.pugetsystems.com\/labs\/articles\/exploring-pix4dmatic-hardware-performance\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.pugetsystems.com\/labs\/articles\/exploring-pix4dmatic-hardware-performance\/#primaryimage\",\"url\":\"https:\/\/wp-cdn.pugetsystems.com\/2025\/11\/Exploring-PIX4Dmatic-Performance.jpg\",\"contentUrl\":\"https:\/\/wp-cdn.pugetsystems.com\/2025\/11\/Exploring-PIX4Dmatic-Performance.jpg\",\"width\":1280,\"height\":720,\"caption\":\"Featured Image for Exploring PIX4Dmatic Hardware Performance with Title Overlaid on Artistic Rendering of a Drone Surveying Farmland\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.pugetsystems.com\/labs\/articles\/exploring-pix4dmatic-hardware-performance\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/www.pugetsystems.com\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Hardware Articles\",\"item\":\"https:\/\/www.pugetsystems.com\/all-articles\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"Exploring PIX4Dmatic Hardware Performance\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.pugetsystems.com\/#website\",\"url\":\"https:\/\/www.pugetsystems.com\/\",\"name\":\"Puget Systems\",\"description\":\"Workstations for creators.\",\"publisher\":{\"@id\":\"https:\/\/www.pugetsystems.com\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.pugetsystems.com\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/www.pugetsystems.com\/#organization\",\"name\":\"Puget Systems\",\"url\":\"https:\/\/www.pugetsystems.com\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.pugetsystems.com\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/www.pugetsystems.com\/wp-content\/uploads\/2022\/08\/Puget-Systems-2020-logo-color-full.png\",\"contentUrl\":\"https:\/\/www.pugetsystems.com\/wp-content\/uploads\/2022\/08\/Puget-Systems-2020-logo-color-full.png\",\"width\":2560,\"height\":363,\"caption\":\"Puget Systems\"},\"image\":{\"@id\":\"https:\/\/www.pugetsystems.com\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/www.facebook.com\/PugetSystems\",\"https:\/\/x.com\/PugetSystems\",\"https:\/\/www.instagram.com\/pugetsystems\/\",\"https:\/\/www.linkedin.com\/company\/puget-systems\",\"https:\/\/www.youtube.com\/user\/pugetsys\",\"https:\/\/en.wikipedia.org\/wiki\/Puget_Systems\"],\"telephone\":\"(425) 458-0273\",\"legalName\":\"Puget Sound Systems, Inc.\",\"foundingDate\":\"2000-12-01\",\"duns\":\"128267585\",\"naics\":\"334111\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Exploring PIX4Dmatic Hardware Performance | Puget Systems","description":"We explored the impact of different CPUs and GPUs on PIX4Dmatic performance, as well as comparing a few laptops and an older desktop against modern PCs.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.pugetsystems.com\/labs\/articles\/exploring-pix4dmatic-hardware-performance\/","og_locale":"en_US","og_type":"article","og_title":"Exploring PIX4Dmatic Hardware Performance","og_description":"We explored the impact of different CPUs and GPUs on PIX4Dmatic performance, as well as comparing a few laptops and an older desktop against modern PCs.","og_url":"https:\/\/www.pugetsystems.com\/labs\/articles\/exploring-pix4dmatic-hardware-performance\/","og_site_name":"Puget Systems","article_publisher":"https:\/\/www.facebook.com\/PugetSystems","article_modified_time":"2025-11-26T23:54:51+00:00","og_image":[{"width":1280,"height":720,"url":"https:\/\/wp-cdn.pugetsystems.com\/2025\/11\/Exploring-PIX4Dmatic-Performance.jpg","type":"image\/jpeg"}],"twitter_card":"summary_large_image","twitter_site":"@PugetSystems","twitter_misc":{"Est. reading time":"9 minutes","Written by":"Evan Lagergren"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.pugetsystems.com\/labs\/articles\/exploring-pix4dmatic-hardware-performance\/","url":"https:\/\/www.pugetsystems.com\/labs\/articles\/exploring-pix4dmatic-hardware-performance\/","name":"Exploring PIX4Dmatic Hardware Performance | Puget Systems","isPartOf":{"@id":"https:\/\/www.pugetsystems.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.pugetsystems.com\/labs\/articles\/exploring-pix4dmatic-hardware-performance\/#primaryimage"},"image":{"@id":"https:\/\/www.pugetsystems.com\/labs\/articles\/exploring-pix4dmatic-hardware-performance\/#primaryimage"},"thumbnailUrl":"https:\/\/wp-cdn.pugetsystems.com\/2025\/11\/Exploring-PIX4Dmatic-Performance.jpg","datePublished":"2025-11-26T23:54:46+00:00","dateModified":"2025-11-26T23:54:51+00:00","description":"We explored the impact of different CPUs and GPUs on PIX4Dmatic performance, as well as comparing a few laptops and an older desktop against modern PCs.","breadcrumb":{"@id":"https:\/\/www.pugetsystems.com\/labs\/articles\/exploring-pix4dmatic-hardware-performance\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.pugetsystems.com\/labs\/articles\/exploring-pix4dmatic-hardware-performance\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.pugetsystems.com\/labs\/articles\/exploring-pix4dmatic-hardware-performance\/#primaryimage","url":"https:\/\/wp-cdn.pugetsystems.com\/2025\/11\/Exploring-PIX4Dmatic-Performance.jpg","contentUrl":"https:\/\/wp-cdn.pugetsystems.com\/2025\/11\/Exploring-PIX4Dmatic-Performance.jpg","width":1280,"height":720,"caption":"Featured Image for Exploring PIX4Dmatic Hardware Performance with Title Overlaid on Artistic Rendering of a Drone Surveying Farmland"},{"@type":"BreadcrumbList","@id":"https:\/\/www.pugetsystems.com\/labs\/articles\/exploring-pix4dmatic-hardware-performance\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.pugetsystems.com\/"},{"@type":"ListItem","position":2,"name":"Hardware Articles","item":"https:\/\/www.pugetsystems.com\/all-articles\/"},{"@type":"ListItem","position":3,"name":"Exploring PIX4Dmatic Hardware Performance"}]},{"@type":"WebSite","@id":"https:\/\/www.pugetsystems.com\/#website","url":"https:\/\/www.pugetsystems.com\/","name":"Puget Systems","description":"Workstations for creators.","publisher":{"@id":"https:\/\/www.pugetsystems.com\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.pugetsystems.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/www.pugetsystems.com\/#organization","name":"Puget Systems","url":"https:\/\/www.pugetsystems.com\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.pugetsystems.com\/#\/schema\/logo\/image\/","url":"https:\/\/www.pugetsystems.com\/wp-content\/uploads\/2022\/08\/Puget-Systems-2020-logo-color-full.png","contentUrl":"https:\/\/www.pugetsystems.com\/wp-content\/uploads\/2022\/08\/Puget-Systems-2020-logo-color-full.png","width":2560,"height":363,"caption":"Puget Systems"},"image":{"@id":"https:\/\/www.pugetsystems.com\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/PugetSystems","https:\/\/x.com\/PugetSystems","https:\/\/www.instagram.com\/pugetsystems\/","https:\/\/www.linkedin.com\/company\/puget-systems","https:\/\/www.youtube.com\/user\/pugetsys","https:\/\/en.wikipedia.org\/wiki\/Puget_Systems"],"telephone":"(425) 458-0273","legalName":"Puget Sound Systems, Inc.","foundingDate":"2000-12-01","duns":"128267585","naics":"334111"}]}},"_links":{"self":[{"href":"https:\/\/www.pugetsystems.com\/wp-json\/wp\/v2\/articles\/41758","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.pugetsystems.com\/wp-json\/wp\/v2\/articles"}],"about":[{"href":"https:\/\/www.pugetsystems.com\/wp-json\/wp\/v2\/types\/article"}],"author":[{"embeddable":true,"href":"https:\/\/www.pugetsystems.com\/wp-json\/wp\/v2\/users\/192"}],"replies":[{"embeddable":true,"href":"https:\/\/www.pugetsystems.com\/wp-json\/wp\/v2\/comments?post=41758"}],"version-history":[{"count":2,"href":"https:\/\/www.pugetsystems.com\/wp-json\/wp\/v2\/articles\/41758\/revisions"}],"predecessor-version":[{"id":42236,"href":"https:\/\/www.pugetsystems.com\/wp-json\/wp\/v2\/articles\/41758\/revisions\/42236"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.pugetsystems.com\/wp-json\/wp\/v2\/media\/42230"}],"wp:attachment":[{"href":"https:\/\/www.pugetsystems.com\/wp-json\/wp\/v2\/media?parent=41758"}],"wp:term":[{"taxonomy":"article_category","embeddable":true,"href":"https:\/\/www.pugetsystems.com\/wp-json\/wp\/v2\/article_categories?post=41758"},{"taxonomy":"article_tag","embeddable":true,"href":"https:\/\/www.pugetsystems.com\/wp-json\/wp\/v2\/article_tags?post=41758"},{"taxonomy":"author","embeddable":true,"href":"https:\/\/www.pugetsystems.com\/wp-json\/wp\/v2\/coauthors?post=41758"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}