{"id":7129,"date":"2022-05-04T20:13:48","date_gmt":"2022-05-05T00:13:48","guid":{"rendered":"https:\/\/melindaozel.com\/?page_id=7129"},"modified":"2026-05-04T14:03:05","modified_gmt":"2026-05-04T18:03:05","slug":"consulting","status":"publish","type":"page","link":"https:\/\/melindaozel.com\/nl_nl\/services\/consulting\/","title":{"rendered":"Raadplegen van gezichtssystemen"},"content":{"rendered":"<div data-elementor-type=\"wp-page\" data-elementor-id=\"7129\" class=\"elementor elementor-7129\" data-elementor-post-type=\"page\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-b6893fd elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b6893fd\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-e6f6f3f\" data-id=\"e6f6f3f\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-9a94f64 elementor-widget elementor-widget-heading\" data-id=\"9a94f64\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Raadplegen van gezichtssystemen\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-361fb6b elementor-widget elementor-widget-text-editor\" data-id=\"361fb6b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Teams building facial AI often lack systematic ways to evaluate behavior. They can&#8217;t reliably tell which model is better, why expressions break, or where a problem originates in the pipeline. I design evaluation frameworks that make those decisions diagnosable, covering model state evaluation, data diagnostics, annotation standards, and the in-house documentation that keeps those systems usable after I&#8217;m gone.<\/p><p>The frameworks I bring to clients are drawn from building facial data infrastructure at scale. At Meta, I defined the annotation standards and collection protocols behind Quest Pro face tracking, securing <a href=\"https:\/\/patents.justia.com\/inventor\/melinda-ozel\" target=\"_blank\" rel=\"noopener\">drie patenten in avataranimatie<\/a>. Sindsdien heb ik raamwerken voor modelevaluatie ontwikkeld bij Flawless AI en expressiedetectiestandaarden gebouwd bij Affectiva.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t<div class=\"elementor-element elementor-element-ee77d7d e-flex e-con-boxed e-con e-parent\" data-id=\"ee77d7d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-aeaf989 e-con-full e-flex e-con e-child\" data-id=\"aeaf989\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cb75c71 elementor-widget elementor-widget-image\" data-id=\"cb75c71\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"400\" height=\"200\" src=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2026\/02\/epic-games-metahuman-client.webp?fit=400%2C200&amp;ssl=1\" class=\"attachment-large size-large wp-image-14637\" alt=\"Epic Games - FACS Consulting voor MetaHuman en digitale mensen\" srcset=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2026\/02\/epic-games-metahuman-client.webp?w=400&amp;ssl=1 400w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2026\/02\/epic-games-metahuman-client.webp?resize=300%2C150&amp;ssl=1 300w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2026\/02\/epic-games-metahuman-client.webp?resize=18%2C9&amp;ssl=1 18w\" sizes=\"(max-width: 400px) 100vw, 400px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f7b45b2 e-con-full e-flex e-con e-child\" data-id=\"f7b45b2\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-59bf0cc elementor-widget elementor-widget-image\" data-id=\"59bf0cc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"400\" height=\"200\" src=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2026\/02\/larian-studios-facs-client.webp?fit=400%2C200&amp;ssl=1\" class=\"attachment-large size-large wp-image-14639\" alt=\"Larian Studios - Gezichtsanimatie en FACS-training\" srcset=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2026\/02\/larian-studios-facs-client.webp?w=400&amp;ssl=1 400w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2026\/02\/larian-studios-facs-client.webp?resize=300%2C150&amp;ssl=1 300w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2026\/02\/larian-studios-facs-client.webp?resize=18%2C9&amp;ssl=1 18w\" sizes=\"(max-width: 400px) 100vw, 400px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-cfae26c e-con-full e-flex e-con e-child\" data-id=\"cfae26c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-73b281c elementor-widget elementor-widget-image\" data-id=\"73b281c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"400\" height=\"200\" src=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2026\/02\/ILM-facs-training-client.webp?fit=400%2C200&amp;ssl=1\" class=\"attachment-large size-large wp-image-14638\" alt=\"ILM - Industrial Light &amp; Magic hulpmiddelen voor gezichtsuitdrukkingen\" srcset=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2026\/02\/ILM-facs-training-client.webp?w=400&amp;ssl=1 400w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2026\/02\/ILM-facs-training-client.webp?resize=300%2C150&amp;ssl=1 300w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2026\/02\/ILM-facs-training-client.webp?resize=18%2C9&amp;ssl=1 18w\" sizes=\"(max-width: 400px) 100vw, 400px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1dc5e94 e-con-full e-flex e-con e-child\" data-id=\"1dc5e94\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f573ff3 elementor-widget elementor-widget-image\" data-id=\"f573ff3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"400\" height=\"200\" src=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2026\/02\/meta-face-tracking-client.webp?fit=400%2C200&amp;ssl=1\" class=\"attachment-large size-large wp-image-14640\" alt=\"Meta - Onderzoek naar gezichtsgedrag en digitale avatars\" srcset=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2026\/02\/meta-face-tracking-client.webp?w=400&amp;ssl=1 400w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2026\/02\/meta-face-tracking-client.webp?resize=300%2C150&amp;ssl=1 300w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2026\/02\/meta-face-tracking-client.webp?resize=18%2C9&amp;ssl=1 18w\" sizes=\"(max-width: 400px) 100vw, 400px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0569a9d e-con-full e-flex e-con e-child\" data-id=\"0569a9d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-870008e elementor-widget elementor-widget-image\" data-id=\"870008e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"400\" height=\"200\" src=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2026\/02\/netflix-animation-facs-training.webp?fit=400%2C200&amp;ssl=1\" class=\"attachment-large size-large wp-image-14642\" alt=\"Netflix - Gezichtsanimatie en expressietraining\" srcset=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2026\/02\/netflix-animation-facs-training.webp?w=400&amp;ssl=1 400w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2026\/02\/netflix-animation-facs-training.webp?resize=300%2C150&amp;ssl=1 300w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2026\/02\/netflix-animation-facs-training.webp?resize=18%2C9&amp;ssl=1 18w\" sizes=\"(max-width: 400px) 100vw, 400px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e87d04d e-con-full e-flex e-con e-child\" data-id=\"e87d04d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-533db67 elementor-widget elementor-widget-image\" data-id=\"533db67\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"400\" height=\"200\" src=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2026\/02\/blizzard-studios-facs-training.webp?fit=400%2C200&amp;ssl=1\" class=\"attachment-large size-large wp-image-14635\" alt=\"Blizzard Entertainment - Character Rigging en FACS-training\" srcset=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2026\/02\/blizzard-studios-facs-training.webp?w=400&amp;ssl=1 400w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2026\/02\/blizzard-studios-facs-training.webp?resize=300%2C150&amp;ssl=1 300w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2026\/02\/blizzard-studios-facs-training.webp?resize=18%2C9&amp;ssl=1 18w\" sizes=\"(max-width: 400px) 100vw, 400px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-cb80b6e e-con-full e-flex e-con e-child\" data-id=\"cb80b6e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3b3e334 elementor-widget elementor-widget-image\" data-id=\"3b3e334\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"400\" height=\"200\" src=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2026\/02\/EA-games-facs-client.webp?fit=400%2C200&amp;ssl=1\" class=\"attachment-large size-large wp-image-14636\" alt=\"Electronic Arts (EA) - FACS-training voor AAA-gameontwikkeling\" srcset=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2026\/02\/EA-games-facs-client.webp?w=400&amp;ssl=1 400w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2026\/02\/EA-games-facs-client.webp?resize=300%2C150&amp;ssl=1 300w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2026\/02\/EA-games-facs-client.webp?resize=18%2C9&amp;ssl=1 18w\" sizes=\"(max-width: 400px) 100vw, 400px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-fc5aa01 e-con-full e-flex e-con e-child\" data-id=\"fc5aa01\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f567f26 elementor-widget elementor-widget-image\" data-id=\"f567f26\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"400\" height=\"200\" src=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2026\/02\/metaphysic-ai-deaging-client.webp?fit=400%2C200&amp;ssl=1\" class=\"attachment-large size-large wp-image-14641\" alt=\"Metaphysic.ai - AI-gezichtsrealisme en generatief gedrag\" srcset=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2026\/02\/metaphysic-ai-deaging-client.webp?w=400&amp;ssl=1 400w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2026\/02\/metaphysic-ai-deaging-client.webp?resize=300%2C150&amp;ssl=1 300w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2026\/02\/metaphysic-ai-deaging-client.webp?resize=18%2C9&amp;ssl=1 18w\" sizes=\"(max-width: 400px) 100vw, 400px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-79966f7 e-flex e-con-boxed e-con e-parent\" data-id=\"79966f7\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-876543f e-con-full e-flex e-con e-child\" data-id=\"876543f\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a222d4b elementor-position-inline-start elementor-view-default elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"a222d4b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-laptop-code\" viewbox=\"0 0 640 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M255.03 261.65c6.25 6.25 16.38 6.25 22.63 0l11.31-11.31c6.25-6.25 6.25-16.38 0-22.63L253.25 192l35.71-35.72c6.25-6.25 6.25-16.38 0-22.63l-11.31-11.31c-6.25-6.25-16.38-6.25-22.63 0l-58.34 58.34c-6.25 6.25-6.25 16.38 0 22.63l58.35 58.34zm96.01-11.3l11.31 11.31c6.25 6.25 16.38 6.25 22.63 0l58.34-58.34c6.25-6.25 6.25-16.38 0-22.63l-58.34-58.34c-6.25-6.25-16.38-6.25-22.63 0l-11.31 11.31c-6.25 6.25-6.25 16.38 0 22.63L386.75 192l-35.71 35.72c-6.25 6.25-6.25 16.38 0 22.63zM624 416H381.54c-.74 19.81-14.71 32-32.74 32H288c-18.69 0-33.02-17.47-32.77-32H16c-8.8 0-16 7.2-16 16v16c0 35.2 28.8 64 64 64h512c35.2 0 64-28.8 64-64v-16c0-8.8-7.2-16-16-16zM576 48c0-26.4-21.6-48-48-48H112C85.6 0 64 21.6 64 48v336h512V48zm-64 272H128V64h384v256z\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tAI \/ Technologie\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3321268 elementor-widget elementor-widget-text-editor\" data-id=\"3321268\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Geen twee facial AI pipelines hebben dezelfde problemen. Voordat ik iets aanbeveel, begin ik met een diagnose, zodat ik inzicht krijg in je gegevens, je modellen, je use cases en waar de hiaten zitten. Van daaruit bestaat een opdracht meestal uit een combinatie van:<\/p><ul><li><strong>Model- en gegevensaudits<\/strong><\/li><li><strong>Annotatiestrategie &amp; documentatie<\/strong><\/li><li><strong>Evaluatie en standaardisatie van leveranciers<\/strong><\/li><li><strong>Ontwikkeling gouden set<\/strong><\/li><li><strong>Geautomatiseerde kaders voor prestatiemeting<\/strong><\/li><\/ul><p>Omvang en diepte hangen volledig af van waar je bent en wat je probeert te bouwen.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-71d8ed3 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"71d8ed3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"#elementor-action%3Aaction%3Dpopup%3Aopen%26settings%3DeyJpZCI6IjE1NDkwIiwidG9nZ2xlIjpmYWxzZX0%3D\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Neem contact op over AI\/tech consulting<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1d4fae3 e-flex e-con-boxed e-con e-parent\" data-id=\"1d4fae3\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-92d5c37 e-con-full e-flex e-con e-child\" data-id=\"92d5c37\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0f62d00 elementor-position-inline-start elementor-view-default elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"0f62d00\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-film\" viewbox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M488 64h-8v20c0 6.6-5.4 12-12 12h-40c-6.6 0-12-5.4-12-12V64H96v20c0 6.6-5.4 12-12 12H44c-6.6 0-12-5.4-12-12V64h-8C10.7 64 0 74.7 0 88v336c0 13.3 10.7 24 24 24h8v-20c0-6.6 5.4-12 12-12h40c6.6 0 12 5.4 12 12v20h320v-20c0-6.6 5.4-12 12-12h40c6.6 0 12 5.4 12 12v20h8c13.3 0 24-10.7 24-24V88c0-13.3-10.7-24-24-24zM96 372c0 6.6-5.4 12-12 12H44c-6.6 0-12-5.4-12-12v-40c0-6.6 5.4-12 12-12h40c6.6 0 12 5.4 12 12v40zm0-96c0 6.6-5.4 12-12 12H44c-6.6 0-12-5.4-12-12v-40c0-6.6 5.4-12 12-12h40c6.6 0 12 5.4 12 12v40zm0-96c0 6.6-5.4 12-12 12H44c-6.6 0-12-5.4-12-12v-40c0-6.6 5.4-12 12-12h40c6.6 0 12 5.4 12 12v40zm272 208c0 6.6-5.4 12-12 12H156c-6.6 0-12-5.4-12-12v-96c0-6.6 5.4-12 12-12h200c6.6 0 12 5.4 12 12v96zm0-168c0 6.6-5.4 12-12 12H156c-6.6 0-12-5.4-12-12v-96c0-6.6 5.4-12 12-12h200c6.6 0 12 5.4 12 12v96zm112 152c0 6.6-5.4 12-12 12h-40c-6.6 0-12-5.4-12-12v-40c0-6.6 5.4-12 12-12h40c6.6 0 12 5.4 12 12v40zm0-96c0 6.6-5.4 12-12 12h-40c-6.6 0-12-5.4-12-12v-40c0-6.6 5.4-12 12-12h40c6.6 0 12 5.4 12 12v40zm0-96c0 6.6-5.4 12-12 12h-40c-6.6 0-12-5.4-12-12v-40c0-6.6 5.4-12 12-12h40c6.6 0 12 5.4 12 12v40z\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tAnimatie\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-39b69ef elementor-widget elementor-widget-text-editor\" data-id=\"39b69ef\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Gezichtsopstellingen zijn complexe systemen met veel bewegende delen en veel mensen die ze verschillend interpreteren. Als er inconsistenties ontstaan tussen personages, afdelingen of pijplijnen, is het zelden duidelijk waar ze zijn begonnen of hoe ze moeten worden opgelost. Ik treed op wanneer teams een externe blik nodig hebben met de anatomische en technische diepgang om vast te stellen waar dingen kapot gaan en een pad voorwaarts te bepalen.<\/p><p>Mijn rig- en blendshape-reviews zijn niet zomaar een lijst met oplossingen. Elke opmerking is gebaseerd op anatomie en spiermechanica. Teams begrijpen wat ze moeten veranderen en waarom, en hoe ze die redenering kunnen toepassen op elke shape die daarna komt.<\/p><p>Voor sommige projecten is er geen bestaand draaiboek. Als een studio een gezichtssysteem nodig heeft voor een kapucijnaap, een chimpansee of een sportpersonage met gebruiksspecifieke ROM-eisen, begint het werk met onderzoek. Ik onderzoek de anatomie, identificeer de hiaten en bouw een op maat gemaakt raamwerk vanaf nul, itererend met modellering, rigging en animatie totdat het team het zelfstandig kan uitvoeren.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-358d158 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"358d158\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"#elementor-action%3Aaction%3Dpopup%3Aopen%26settings%3DeyJpZCI6IjE1NDkwIiwidG9nZ2xlIjpmYWxzZX0%3D\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Neem contact op over animatie consulting<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d3f6a40 e-flex e-con-boxed e-con e-parent\" data-id=\"d3f6a40\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0ea6ab8 elementor-widget elementor-widget-menu-anchor\" data-id=\"0ea6ab8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"menu-anchor.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-menu-anchor\" id=\"form\"><\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-619f604 elementor-widget elementor-widget-icon-box\" data-id=\"619f604\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tLaten we het over je project hebben.\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f932e84 e-con-full e-flex e-con e-child\" data-id=\"f932e84\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f60777c elementor-align-center elementor-widget elementor-widget-button\" data-id=\"f60777c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"#elementor-action%3Aaction%3Dpopup%3Aopen%26settings%3DeyJpZCI6IjE1NDkwIiwidG9nZ2xlIjpmYWxzZX0%3D\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Contact me<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>Facial Systems Consulting Teams building facial AI often lack systematic ways to evaluate behavior. They can&#8217;t reliably tell which model is better, why expressions break, or where a problem originates in the pipeline. I design evaluation frameworks that make those decisions diagnosable, covering model state evaluation, data diagnostics, annotation standards, and the in-house documentation that &#8230; <a title=\"Raadplegen van gezichtssystemen\" class=\"read-more\" href=\"https:\/\/melindaozel.com\/nl_nl\/services\/consulting\/\" aria-label=\"Lees meer over Facial Systems Consulting\">Lees meer<\/a><\/p>","protected":false},"author":60486633,"featured_media":0,"parent":3436,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"elementor_header_footer","meta":{"footnotes":""},"class_list":["post-7129","page","type-page","status-publish"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.5 (Yoast SEO v27.5) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Facial Systems Consulting - Face the FACS | Facial Expressions in Animation, AI, &amp; Behavior<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/melindaozel.com\/nl_nl\/services\/consulting\/\" \/>\n<meta property=\"og:locale\" content=\"nl_NL\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Facial Systems Consulting\" \/>\n<meta property=\"og:description\" content=\"Facial Systems Consulting Teams building facial AI often lack systematic ways to evaluate behavior. They can&#8217;t reliably tell which model is better, why expressions break, or where a problem originates in the pipeline. I design evaluation frameworks that make those decisions diagnosable, covering model state evaluation, data diagnostics, annotation standards, and the in-house documentation that ... 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