{"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\/sv\/services\/consulting\/","title":{"rendered":"R\u00e5dgivning om ansiktssystem"},"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\">R\u00e5dgivning om ansiktssystem\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>Team som bygger ansikts-AI saknar ofta systematiska s\u00e4tt att utv\u00e4rdera beteendet. De kan inte p\u00e5 ett tillf\u00f6rlitligt s\u00e4tt s\u00e4ga vilken modell som \u00e4r b\u00e4ttre, varf\u00f6r uttryck g\u00e5r s\u00f6nder eller var ett problem uppst\u00e5r i pipelinen. Jag utformar utv\u00e4rderingsramverk som g\u00f6r att dessa beslut kan diagnostiseras, vilket omfattar utv\u00e4rdering av modelltillst\u00e5nd, datadiagnostik, annoteringsstandarder och den interna dokumentationen som h\u00e5ller dessa system anv\u00e4ndbara efter att jag \u00e4r borta.<\/p><p>De ramverk jag tar med mig till kunderna kommer fr\u00e5n att bygga infrastruktur f\u00f6r ansiktsdata i stor skala. P\u00e5 Meta definierade jag annoteringsstandarderna och insamlingsprotokollen bakom Quest Pro-ansiktssp\u00e5rning, s\u00e4krade <a href=\"https:\/\/patents.justia.com\/inventor\/melinda-ozel\" target=\"_blank\" rel=\"noopener\">tre patent inom avataranimering<\/a>. Sedan dess har jag utvecklat ramverk f\u00f6r modellutv\u00e4rdering p\u00e5 Flawless AI och byggt standarder f\u00f6r uttrycksdetektering p\u00e5 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 f\u00f6r metam\u00e4nniskor och digitala m\u00e4nniskor\" 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 - Ansiktsanimering och FACS-utbildning\" 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 Resurser f\u00f6r ansiktsuttryck\" 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 - Forskning om ansiktsbeteende och digitala avatarer\" 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 - Utbildning i ansiktsanimation och ansiktsuttryck\" 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 - Utbildning i karakt\u00e4rsriggning och FACS\" 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-utbildning f\u00f6r utveckling av AAA-spel\" 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 ansiktsrealism och generativt beteende\" 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 \/ Teknik\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>Det finns inte tv\u00e5 AI-pipelines f\u00f6r ansiktsbehandling som har samma problem. Innan jag rekommenderar n\u00e5got b\u00f6rjar jag med en diagnostik, s\u00e5 att jag kan f\u00f6rst\u00e5 dina data, dina modeller, dina anv\u00e4ndningsfall och var luckorna finns. D\u00e4rifr\u00e5n involverar engagemang vanligtvis n\u00e5gon kombination av:<\/p><ul><li><strong>Modell- och datagranskningar<\/strong><\/li><li><strong>Annoteringsstrategi och dokumentation<\/strong><\/li><li><strong>Utv\u00e4rdering och standardisering av leverant\u00f6rer<\/strong><\/li><li><strong>Utveckling av guldupps\u00e4ttning<\/strong><\/li><li><strong>Automatiserade ramverk f\u00f6r prestationsm\u00e4tning<\/strong><\/li><\/ul><p>Omfattning och djup beror helt och h\u00e5llet p\u00e5 var du befinner dig och vad du f\u00f6rs\u00f6ker bygga.<\/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\">H\u00f6r av dig om AI\/tech-konsultation<\/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\tAnimation\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>Ansiktsriggar \u00e4r komplexa system med m\u00e5nga r\u00f6rliga delar och m\u00e5nga m\u00e4nniskor som tolkar dem p\u00e5 olika s\u00e4tt. N\u00e4r inkonsekvenser smyger sig p\u00e5 mellan olika karakt\u00e4rer, avdelningar eller pipelines \u00e4r det s\u00e4llan uppenbart var de b\u00f6rjade eller hur de ska \u00e5tg\u00e4rdas. Jag kommer in n\u00e4r teamen beh\u00f6ver ett utomst\u00e5ende \u00f6ga med anatomiskt och tekniskt djup f\u00f6r att diagnostisera var saker och ting g\u00e5r s\u00f6nder och definiera en v\u00e4g fram\u00e5t.<\/p><p>Mina rigg- och blendshape-recensioner \u00e4r inte bara en lista med fixar. Varje notering \u00e4r grundad i anatomi och muskelmekanik. Teamen g\u00e5r iv\u00e4g och f\u00f6rst\u00e5r vad de ska \u00e4ndra och varf\u00f6r, och hur de ska till\u00e4mpa det resonemanget p\u00e5 varje form som kommer efter.<\/p><p>Vissa projekt har inte en befintlig spelbok. N\u00e4r en studio beh\u00f6ver ett ansiktssystem f\u00f6r en kapucin, en schimpans eller en sportkarakt\u00e4r med ROM-krav som \u00e4r specifika f\u00f6r anv\u00e4ndningsfallet b\u00f6rjar arbetet med research. Jag unders\u00f6ker anatomin, identifierar luckorna och bygger ett anpassat ramverk fr\u00e5n grunden, itererar med modellering, riggning och animering tills teamet kan utf\u00f6ra arbetet sj\u00e4lvst\u00e4ndigt.<\/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\">Kontakta oss om konsultation inom animation<\/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\tL\u00e5t oss prata om ditt projekt.\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\">Kontakta mig<\/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=\"R\u00e5dgivning om ansiktssystem\" class=\"read-more\" href=\"https:\/\/melindaozel.com\/sv\/services\/consulting\/\" aria-label=\"L\u00e4s mer om Facial Systems Consulting\">L\u00e4s mer<\/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":{"_wpcom_ai_launchpad_about_page":false,"_wpcom_ai_launchpad_gallery_page":false,"_wpcom_ai_launchpad_contact_page":false,"_wpcom_ai_launchpad_events_page":false,"_wpcom_ai_launchpad_video_page":false,"_wpcom_ai_launchpad_portfolio_piece":false,"footnotes":""},"class_list":["post-7129","page","type-page","status-publish"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v28.4 (Yoast SEO v28.4) - 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\/sv\/services\/consulting\/\" \/>\n<meta property=\"og:locale\" content=\"sv_SE\" \/>\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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