{"id":6370,"date":"2023-10-12T11:09:32","date_gmt":"2023-10-12T11:09:32","guid":{"rendered":"https:\/\/dailyai.com\/?p=6370"},"modified":"2023-10-12T11:09:32","modified_gmt":"2023-10-12T11:09:32","slug":"mindeye-retrieves-and-reconstructs-images-from-brain-scans","status":"publish","type":"post","link":"https:\/\/dailyai.com\/fr\/2023\/10\/mindeye-retrieves-and-reconstructs-images-from-brain-scans\/","title":{"rendered":"MindEye r\u00e9cup\u00e8re et reconstruit des images \u00e0 partir de scanners c\u00e9r\u00e9braux"},"content":{"rendered":"

MedARC d\u00e9veloppe des mod\u00e8les d'IA fondamentaux pour la m\u00e9decine et son dernier mod\u00e8le, MindEye, peut dire ce que vous avez regard\u00e9.<\/strong><\/p>\n

MindEye est un mod\u00e8le d'IA de l'IRMf \u00e0 l'image qui peut cartographier l'imagerie par r\u00e9sonance magn\u00e9tique fonctionnelle (IRMf) de l'activit\u00e9 c\u00e9r\u00e9brale dans l'espace d'image CLIP d'OpenAI.<\/p>\n

Les IRMf utilis\u00e9es provenaient de l'ensemble de donn\u00e9es sur les sc\u00e8nes naturelles (Natural Scenes Dataset - NSD). Le NSD consiste en des scans IRMf haute r\u00e9solution du cerveau entier de 8 sujets adultes en bonne sant\u00e9 pendant qu'ils regardent des milliers de sc\u00e8nes naturelles en couleur au cours de 30 \u00e0 40 sessions de scans.<\/p>\n

MindEye peut analyser un scanner IRMf et retrouver l'image originale exacte que la personne regardait \u00e0 partir de la liste des images test. M\u00eame si les images sont tr\u00e8s similaires, comme diff\u00e9rentes photos de z\u00e8bres, le MindEye identifie toujours la bonne dans 93,2% des cas.<\/p>\n

Il peut m\u00eame identifier des images similaires \u00e0 partir d'une \u00e9norme base de donn\u00e9es de milliards d'images comme la base de donn\u00e9es LAION-5B.<\/p>\n

\"r\u00e9cup\u00e9ration
Identification d'images \u00e0 partir de scans c\u00e9r\u00e9braux IRMf. Source : MedARC<\/a><\/figcaption><\/figure>\n

Une fois que MindEye a traduit les scans IRMf dans l'espace d'image CLIP, ceux-ci peuvent \u00eatre introduits dans un mod\u00e8le de g\u00e9n\u00e9ration d'image pr\u00e9-entra\u00een\u00e9 comme Stable Diffusion ou des mod\u00e8les similaires. MedARC a utilis\u00e9 la diffusion versatile pour tenter de recr\u00e9er l'image originale que le sujet regardait.<\/p>\n

MindEye n'a pas bien compris la partie 100%, mais c'est tout de m\u00eame tr\u00e8s impressionnant. Voici leurs r\u00e9sultats compar\u00e9s \u00e0 ceux d'\u00e9tudes ant\u00e9rieures.<\/p>\n

\"reconstruction
Reconstructions c\u00f4te \u00e0 c\u00f4te avec les r\u00e9sultats d'autres mod\u00e8les de reconstruction IRMf-image. Source : MedARC<\/a><\/figcaption><\/figure>\n

Potentiel et questions<\/h2>\n

Dire que MindEye peut savoir ce que vous avez regard\u00e9 est un peu trop simpliste. Pour obtenir les donn\u00e9es de l'IRMf, les sujets ont d\u00fb passer environ 40 heures allong\u00e9s dans un appareil d'IRM et les images sur lesquelles le mod\u00e8le s'est entra\u00een\u00e9 \u00e9taient limit\u00e9es.<\/p>\n

N\u00e9anmoins, le fait de pouvoir comprendre comment une personne per\u00e7oit une stimulation visuelle sera d'un grand int\u00e9r\u00eat pour les neuroscientifiques.<\/p>\n

Montrer une image \u00e0 un patient, scanner son cerveau, puis recr\u00e9er sa perception de l'image pourrait aider au diagnostic clinique. Le document de recherche explique que \"les patients souffrant d'un trouble d\u00e9pressif majeur pourraient produire des reconstructions o\u00f9 les aspects \u00e9motionnellement n\u00e9gatifs des images sont plus saillants\".<\/p>\n

La recherche pourrait \u00e9galement aider \u00e0 communiquer avec les patients souffrant du syndrome d'enfermement (pseudocoma).<\/p>\n

Pour que ces applications soient pleinement exploit\u00e9es, il faudra attendre de meilleures interfaces cerveau-ordinateur ou des v\u00eatements qui ne n\u00e9cessitent pas de rester allong\u00e9 dans un appareil d'IRM pendant des heures.<\/p>\n

Le MedARC reconna\u00eet que ses recherches incitent \u00e9galement \u00e0 la prudence. \"La capacit\u00e9 \u00e0 reconstruire avec pr\u00e9cision la perception \u00e0 partir de l'activit\u00e9 c\u00e9r\u00e9brale soul\u00e8ve des questions sur les impacts soci\u00e9taux plus larges\", note le document de recherche.<\/p>\n

Si des m\u00e9thodes non invasives efficaces \u00e9taient mises au point, il serait possible de lire dans l'esprit d'une personne et de savoir ce qu'elle a regard\u00e9.<\/p>\n

Les progr\u00e8s r\u00e9alis\u00e9s dans l'utilisation des L'IA dans les neurosciences<\/a> est fascinante et sera sans aucun doute aider les cliniciens en sant\u00e9 mentale<\/a>. Mais elle soul\u00e8ve \u00e9galement une s\u00e9rie de questions \u00e9thiques et de respect de la vie priv\u00e9e quant \u00e0 la mani\u00e8re dont nous continuons \u00e0 garder nos pens\u00e9es pour nous-m\u00eames.<\/p>","protected":false},"excerpt":{"rendered":"

MedARC d\u00e9veloppe des mod\u00e8les d'IA fondamentaux pour la m\u00e9decine et son dernier mod\u00e8le, MindEye, peut dire ce que vous avez regard\u00e9. MindEye est un mod\u00e8le d'IA de l'IRMf \u00e0 l'image qui peut cartographier l'imagerie par r\u00e9sonance magn\u00e9tique fonctionnelle (IRMf) de l'activit\u00e9 c\u00e9r\u00e9brale dans l'espace d'image CLIP d'OpenAI. Les scans IRMf utilis\u00e9s proviennent du Natural Scenes Dataset (NSD). Le NSD consiste en des scans IRMf haute r\u00e9solution du cerveau entier de 8 sujets adultes en bonne sant\u00e9 pendant qu'ils regardaient des milliers de sc\u00e8nes naturelles en couleur au cours de 30 \u00e0 40 sessions de scans. MindEye peut analyser un scan IRMf et r\u00e9cup\u00e9rer l'image originale exacte que la personne regardait.<\/p>","protected":false},"author":6,"featured_media":6375,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[84],"tags":[203,107,165],"class_list":["post-6370","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-industry","tag-biotech","tag-generative-ai","tag-image-generation"],"yoast_head":"\nMindEye retrieves and reconstructs images from brain scans | DailyAI<\/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:\/\/dailyai.com\/fr\/2023\/10\/mindeye-retrieves-and-reconstructs-images-from-brain-scans\/\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"MindEye retrieves and reconstructs images from brain scans | DailyAI\" \/>\n<meta property=\"og:description\" content=\"MedARC develops foundational AI models for medicine and their latest model, MindEye, can tell what you\u2019ve been looking at. 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