{"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\/fr\/services\/consulting\/","title":{"rendered":"Conseil en syst\u00e8mes faciaux"},"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\">Conseil en syst\u00e8mes faciaux\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>Les \u00e9quipes qui d\u00e9veloppent l'IA faciale manquent souvent de moyens syst\u00e9matiques pour \u00e9valuer le comportement. Elles ne peuvent pas dire de mani\u00e8re fiable quel mod\u00e8le est le meilleur, pourquoi les expressions se cassent, ou d'o\u00f9 vient un probl\u00e8me dans le pipeline. Je con\u00e7ois des cadres d'\u00e9valuation qui permettent de diagnostiquer ces d\u00e9cisions, couvrant l'\u00e9valuation de l'\u00e9tat du mod\u00e8le, les diagnostics de donn\u00e9es, les normes d'annotation et la documentation interne qui permet \u00e0 ces syst\u00e8mes de rester utilisables apr\u00e8s mon d\u00e9part.<\/p><p>Les cadres que j'apporte aux clients sont issus de la construction d'une infrastructure de donn\u00e9es faciales \u00e0 grande \u00e9chelle. Chez Meta, j'ai d\u00e9fini les normes d'annotation et les protocoles de collecte qui sous-tendent le suivi des visages de Quest Pro, en s\u00e9curisant les donn\u00e9es faciales. <a href=\"https:\/\/patents.justia.com\/inventor\/melinda-ozel\" target=\"_blank\" rel=\"noopener\">trois brevets pour l'animation d'avatars<\/a>. Depuis, j'ai d\u00e9velopp\u00e9 des cadres d'\u00e9valuation de mod\u00e8les chez Flawless AI et construit des normes de d\u00e9tection d'expressions chez 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 pour les m\u00e9ta-humains et les humains num\u00e9riques\" 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 - Animation faciale et formation FACS\" 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 Facial Expression Resources (en anglais)\" 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 - Recherche sur le comportement facial et les avatars num\u00e9riques\" 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 - Animation faciale et formation aux expressions\" 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 - Formation sur le Character Rigging et le 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) - Formation FACS pour le d\u00e9veloppement de jeux AAA\" 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 - R\u00e9alisme facial et comportement g\u00e9n\u00e9ratif de l&#039;IA\" 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\tIA \/ 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>Il n'y a pas deux pipelines d'IA faciale qui pr\u00e9sentent les m\u00eames probl\u00e8mes. Avant de recommander quoi que ce soit, je commence par un diagnostic, afin de comprendre vos donn\u00e9es, vos mod\u00e8les, vos cas d'utilisation et les lacunes \u00e0 combler. \u00c0 partir de l\u00e0, les missions impliquent g\u00e9n\u00e9ralement une combinaison des \u00e9l\u00e9ments suivants :<\/p><ul><li><strong>Audits de mod\u00e8les et de donn\u00e9es<\/strong><\/li><li><strong>Strat\u00e9gie d'annotation et documentation<\/strong><\/li><li><strong>\u00c9valuation et normalisation des fournisseurs<\/strong><\/li><li><strong>D\u00e9veloppement d'un jeu d'or<\/strong><\/li><li><strong>Cadres automatis\u00e9s de mesure de la performance<\/strong><\/li><\/ul><p>La port\u00e9e et la profondeur d\u00e9pendent enti\u00e8rement de l'endroit o\u00f9 vous vous trouvez et de ce que vous essayez de construire.<\/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\">Contactez-nous au sujet des conseils en mati\u00e8re d'IA\/technologie<\/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>Les grilles faciales sont des syst\u00e8mes complexes compos\u00e9s de nombreuses pi\u00e8ces mobiles et interpr\u00e9t\u00e9es diff\u00e9remment par de nombreuses personnes. Lorsque des incoh\u00e9rences apparaissent entre les personnages, les d\u00e9partements ou les pipelines, il est rarement \u00e9vident de savoir d'o\u00f9 elles viennent ou comment y rem\u00e9dier. J'interviens lorsque les \u00e9quipes ont besoin d'un regard ext\u00e9rieur avec la profondeur anatomique et technique n\u00e9cessaire pour diagnostiquer les points de rupture et d\u00e9finir la marche \u00e0 suivre.<\/p><p>Mes commentaires sur les rigs et les blendshape ne sont pas simplement une liste de correctifs. Chaque note est fond\u00e9e sur l'anatomie et la m\u00e9canique musculaire. Les \u00e9quipes repartent en sachant ce qu'il faut changer et pourquoi, et comment appliquer ce raisonnement \u00e0 toutes les formes suivantes.<\/p><p>Certains projets n'ont pas de cahier des charges. Lorsqu'un studio a besoin d'un syst\u00e8me facial pour un capucin, un chimpanz\u00e9 ou un personnage sportif avec des exigences ROM sp\u00e9cifiques \u00e0 un cas d'utilisation, le travail commence par la recherche. J'\u00e9tudie l'anatomie, j'identifie les lacunes et je construis un cadre personnalis\u00e9 \u00e0 partir de z\u00e9ro, en it\u00e9rant avec la mod\u00e9lisation, le rigging et l'animation jusqu'\u00e0 ce que l'\u00e9quipe puisse l'ex\u00e9cuter de mani\u00e8re ind\u00e9pendante.<\/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\">Contactez-nous au sujet du conseil en 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\tParlons de votre projet.\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\">Contactez-moi<\/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=\"Conseil en syst\u00e8mes faciaux\" class=\"read-more\" href=\"https:\/\/melindaozel.com\/fr\/services\/consulting\/\" aria-label=\"En savoir plus sur Facial Systems Consulting\">Lire plus<\/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 v27.8 (Yoast SEO v27.8) - 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\/fr\/services\/consulting\/\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" \/>\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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