{"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\/sv\/2023\/10\/mindeye-retrieves-and-reconstructs-images-from-brain-scans\/","title":{"rendered":"MindEye h\u00e4mtar och rekonstruerar bilder fr\u00e5n hj\u00e4rnskanningar"},"content":{"rendered":"

MedARC utvecklar grundl\u00e4ggande AI-modeller f\u00f6r medicin och deras senaste modell, MindEye, kan ber\u00e4tta vad du har tittat p\u00e5.<\/strong><\/p>\n

MindEye \u00e4r en fMRI-till-bild AI-modell som kan mappa funktionell magnetisk resonanstomografi (fMRI) av hj\u00e4rnaktivitet till OpenAI:s CLIP-bildrymd.<\/p>\n

De fMRI-skanningar som anv\u00e4ndes kom fr\u00e5n Natural Scenes Dataset (NSD). NSD best\u00e5r av h\u00f6guppl\u00f6sta fMRI-skanningar av hela hj\u00e4rnan av 8 friska vuxna f\u00f6rs\u00f6kspersoner medan de tittade p\u00e5 tusentals naturliga scener i f\u00e4rg under 30-40 skanningssessioner.<\/p>\n

MindEye kan analysera en fMRI-scanning och sedan h\u00e4mta den exakta originalbilden som personen tittade p\u00e5 fr\u00e5n listan med testbilder. \u00c4ven om bilderna \u00e4r mycket lika, som olika foton av zebror, identifierar MindEye \u00e4nd\u00e5 den r\u00e4tta bilden i 93,2% av fallen.<\/p>\n

Den kan till och med identifiera liknande bilder fr\u00e5n en enorm bilddatabas med miljarder bilder som LAION-5B-databasen.<\/p>\n

\"bildh\u00e4mtning
Bildidentifiering baserad p\u00e5 fMRI-hj\u00e4rnskanningar. K\u00e4llor: MedARC<\/a><\/figcaption><\/figure>\n

N\u00e4r MindEye har \u00f6versatt fMRI-scanningarna till CLIP-bildrymden kan dessa matas in i en f\u00f6rtr\u00e4nad bildgenereringsmodell som Stable Diffusion eller liknande modeller. MedARC anv\u00e4nde Versatile Diffusion f\u00f6r att f\u00f6rs\u00f6ka \u00e5terskapa den ursprungliga bilden som f\u00f6rs\u00f6kspersonen tittade p\u00e5.<\/p>\n

MindEye f\u00e5r inte denna del 100% r\u00e4tt men det \u00e4r fortfarande riktigt imponerande. H\u00e4r \u00e4r deras resultat j\u00e4mf\u00f6rt med resultaten fr\u00e5n tidigare studier.<\/p>\n

\"bildrekonstruktion
Rekonstruktioner sida vid sida med utdata fr\u00e5n andra modeller f\u00f6r rekonstruktion av fMRI-till-bild. K\u00e4llan \u00e4r: MedARC<\/a><\/figcaption><\/figure>\n

Potential och fr\u00e5gor<\/h2>\n

Att s\u00e4ga att MindEye kan veta vad du har tittat p\u00e5 \u00e4r lite av en f\u00f6renkling. F\u00f6r att f\u00e5 fram fMRI-data var f\u00f6rs\u00f6kspersonerna tvungna att tillbringa cirka 40 timmar i en MR-maskin och de bilder som modellen tr\u00e4nades p\u00e5 var begr\u00e4nsade.<\/p>\n

Trots detta kommer det att vara av stort intresse f\u00f6r neurovetenskapsm\u00e4n att kunna f\u00e5 en inblick i hur en person uppfattar visuell stimulering.<\/p>\n

Att visa en bild f\u00f6r en patient, skanna deras hj\u00e4rna och sedan \u00e5terskapa deras uppfattning av bilden kan hj\u00e4lpa till med klinisk diagnos. I forskningsrapporten f\u00f6rklaras att \"patienter som lider av allvarlig depressionssjukdom kan producera rekonstruktioner d\u00e4r k\u00e4nslom\u00e4ssigt negativa aspekter av bilder \u00e4r mer framtr\u00e4dande\".<\/p>\n

Forskningen skulle ocks\u00e5 kunna bidra till att kommunicera med patienter som lider av locked-in-syndrom (pseudocoma).<\/p>\n

F\u00f6r att kunna dra full nytta av dessa applikationer m\u00e5ste vi v\u00e4nta p\u00e5 b\u00e4ttre gr\u00e4nssnitt mellan hj\u00e4rna och dator eller wearables som inte kr\u00e4ver att en person ligger i en MR-maskin i timmar.<\/p>\n

MedARC erk\u00e4nner att deras forskning ocks\u00e5 ger anledning till f\u00f6rsiktighet. \"F\u00f6rm\u00e5gan att korrekt rekonstruera perception fr\u00e5n hj\u00e4rnaktivitet v\u00e4cker fr\u00e5gor om bredare samh\u00e4lleliga effekter\", konstaterade deras forskningsdokument.<\/p>\n

Om effektiva icke-invasiva metoder s\u00e5 sm\u00e5ningom utvecklades skulle man potentiellt kunna l\u00e4sa en persons tankar och veta vad de tittade p\u00e5.<\/p>\n

Framstegen med att anv\u00e4nda AI inom neurovetenskap<\/a> \u00e4r fascinerande och kommer utan tvekan att hj\u00e4lpa kliniker inom mental h\u00e4lsa<\/a>. Men det v\u00e4cker ocks\u00e5 en m\u00e4ngd etiska och integritetsrelaterade fr\u00e5gor om hur vi ska kunna forts\u00e4tta att h\u00e5lla v\u00e5ra tankar f\u00f6r oss sj\u00e4lva.<\/p>","protected":false},"excerpt":{"rendered":"

MedARC utvecklar grundl\u00e4ggande AI-modeller f\u00f6r medicin och deras senaste modell, MindEye, kan ber\u00e4tta vad du har tittat p\u00e5. MindEye \u00e4r en fMRI-till-bild AI-modell som kan kartl\u00e4gga funktionell magnetisk resonanstomografi (fMRI) av hj\u00e4rnaktivitet till OpenAI: s CLIP-bildutrymme. De fMRI-skanningar som de anv\u00e4nde kom fr\u00e5n Natural Scenes Dataset (NSD). NSD best\u00e5r av h\u00f6guppl\u00f6sta fMRI-skanningar av hela hj\u00e4rnan hos 8 friska vuxna f\u00f6rs\u00f6kspersoner medan de tittade p\u00e5 tusentals naturliga f\u00e4rgscener under 30-40 skanningssessioner. MindEye kan analysera en fMRI-skanning och sedan h\u00e4mta den exakta originalbilden som personen tittade p\u00e5<\/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\/sv\/2023\/10\/mindeye-retrieves-and-reconstructs-images-from-brain-scans\/\" \/>\n<meta property=\"og:locale\" content=\"sv_SE\" \/>\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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