{"id":10471,"date":"2024-03-03T15:35:29","date_gmt":"2024-03-03T15:35:29","guid":{"rendered":"https:\/\/dailyai.com\/?p=10471"},"modified":"2024-03-04T11:20:05","modified_gmt":"2024-03-04T11:20:05","slug":"researchers-build-synthetic-dog-dataset-in-gta-v-to-create-3d-models","status":"publish","type":"post","link":"https:\/\/dailyai.com\/sv\/2024\/03\/researchers-build-synthetic-dog-dataset-in-gta-v-to-create-3d-models\/","title":{"rendered":"Forskare bygger syntetisk hunddataset i GTA-V f\u00f6r att skapa 3D-modeller"},"content":{"rendered":"

Forskare fr\u00e5n University of Surrey har utvecklat en metod f\u00f6r att omvandla fotografier av hundar till detaljerade 3D-modeller.\u00a0<\/b><\/p>\n

Tr\u00e4ningsmaterialet? Inte riktiga hundar, utan snarare datorgenererade bilder fr\u00e5n den virtuella v\u00e4rlden i succ\u00e9spelet Grand Theft Auto V (GTA V).\u00a0<\/span><\/p>\n

Moira Shooter, en forskarstuderande som deltog i studien, <\/span>delade av studien<\/span><\/a>\"V\u00e5r modell tr\u00e4nades p\u00e5 CGI-hundar - men vi kunde anv\u00e4nda den f\u00f6r att skapa 3D-skelettmodeller fr\u00e5n fotografier av riktiga djur. Det skulle kunna l\u00e5ta naturv\u00e5rdare uppt\u00e4cka skadade vilda djur eller hj\u00e4lpa konstn\u00e4rer att skapa mer realistiska djur i metaversen.\"<\/span><\/p>\n

Hittills har metoderna f\u00f6r att l\u00e4ra AI om 3D-strukturer g\u00e5tt ut p\u00e5 att anv\u00e4nda riktiga foton tillsammans med data om objektens faktiska 3D-positioner, ofta erh\u00e5llna med hj\u00e4lp av motion capture-teknik.\u00a0<\/span><\/p>\n

Men n\u00e4r man till\u00e4mpar dessa tekniker p\u00e5 hundar eller andra djur \u00e4r det ofta f\u00f6r m\u00e5nga r\u00f6relser att f\u00f6lja, och det \u00e4r sv\u00e5rt att f\u00e5 hundar att bete sig tillr\u00e4ckligt l\u00e4nge.\u00a0<\/span><\/p>\n

F\u00f6r att bygga upp sitt hunddataset \u00e4ndrade forskarna GTA V:s kod s\u00e5 att de m\u00e4nskliga karakt\u00e4rerna ersattes med hundavatarer genom en process som kallas \"modding\".\u00a0<\/span><\/p>\n

\"Hundar\"
Exempel fr\u00e5n datasetet med syntetiska hundar som genererats med GTA-V. K\u00e4llor: Universitetet i Surrey<\/a>.<\/figcaption><\/figure>\n

Forskarna producerade 118 videor som f\u00e5ngade dessa virtuella hundar i olika handlingar - sittande, g\u00e5ende, sk\u00e4llande och springande - under olika milj\u00f6f\u00f6rh\u00e5llanden. <\/span><\/p>\n

Detta kulminerade i skapandet av \"DigiDogs\", en rik databas som inneh\u00e5ller 27.900 bilder av hundars r\u00f6relser, f\u00e5ngade p\u00e5 ett s\u00e4tt som datainsamling i verkligheten inte hade till\u00e5tit.<\/span><\/p>\n

Med datasetet i handen anv\u00e4nde n\u00e4sta steg Metas DINOv2 AI-modell f\u00f6r sina starka generaliseringsf\u00f6rm\u00e5gor och finjusterade den med DigiDogs f\u00f6r att exakt f\u00f6ruts\u00e4ga 3D-poser fr\u00e5n RGB-bilder med en enda vy.<\/span><\/p>\n

Forskarna visade att tr\u00e4ning med DigiDogs dataset resulterade i mer exakta och verklighetstrogna 3D-hundposeringar \u00e4n tr\u00e4ning med verkliga dataset, tack vare variationen i hundarnas utseenden och handlingar. <\/span><\/p>\n

Modellens f\u00f6rb\u00e4ttrade prestanda bekr\u00e4ftades genom noggranna kvalitativa och kvantitativa utv\u00e4rderingar.<\/span><\/p>\n

\"AI-hundar\"
Modeller som tr\u00e4nats p\u00e5 det syntetiska datasetet DigiDogs visade f\u00f6rb\u00e4ttrad noggrannhet j\u00e4mf\u00f6rt med de som endast tr\u00e4nats med det verkliga datasetet RGBD-Dogs. Du kan se detta h\u00e4r om du tittar noga p\u00e5 de f\u00f6rutsp\u00e5dda mappningarna (i rosa) j\u00e4mf\u00f6rt med den grundl\u00e4ggande sanningen (i gr\u00f6nt), som f\u00f6rb\u00e4ttras p\u00e5 h\u00f6ger sida. K\u00e4lla: Universitetet i Surrey<\/a>.<\/figcaption><\/figure>\n

\u00c4ven om denna studie innebar ett stort steg fram\u00e5t f\u00f6r 3D-djurmodellering, erk\u00e4nner teamet att det finns mer arbete att g\u00f6ra, s\u00e4rskilt n\u00e4r det g\u00e4ller att f\u00f6rb\u00e4ttra hur modellen f\u00f6ruts\u00e4ger djupaspekten av bilderna (z-koordinaten).\u00a0<\/span><\/p>\n

Shooter beskrev den potentiella effekten av deras arbete och sa: \"3D-poser inneh\u00e5ller s\u00e5 mycket mer information \u00e4n 2D-fotografier. Fr\u00e5n ekologi till animering - den h\u00e4r snygga l\u00f6sningen har s\u00e5 m\u00e5nga m\u00f6jliga anv\u00e4ndningsomr\u00e5den.\"<\/span><\/p>\n

Den <\/span>papper<\/span><\/a> vann priset f\u00f6r b\u00e4sta uppsats vid IEEE\/CVF Winter Conference on Applications of Computer Vision. <\/span><\/p>\n

Det \u00f6ppnar d\u00f6rren f\u00f6r b\u00e4ttre modellprestanda inom omr\u00e5den som naturv\u00e5rd och 3D-rendering av objekt f\u00f6r VR.\u00a0<\/span><\/p>","protected":false},"excerpt":{"rendered":"

Forskare fr\u00e5n University of Surrey har utvecklat en metod f\u00f6r att omvandla fotografier av hundar till detaljerade 3D-modeller. Tr\u00e4ningsmaterialet? Inte riktiga hundar, utan snarare datorgenererade bilder fr\u00e5n den virtuella v\u00e4rlden i succ\u00e9spelet Grand Theft Auto V (GTA V). Moira Shooter, en forskarstuderande som deltog i studien, ber\u00e4ttade om studien: \"V\u00e5r modell tr\u00e4nades p\u00e5 CGI-hundar - men vi kunde anv\u00e4nda den f\u00f6r att skapa skelettmodeller i 3D fr\u00e5n fotografier av riktiga djur. Det skulle kunna l\u00e5ta naturv\u00e5rdare uppt\u00e4cka skadade vilda djur eller hj\u00e4lpa konstn\u00e4rer att skapa mer realistiska djur i metaversen.\" Till<\/p>","protected":false},"author":2,"featured_media":10474,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[84],"tags":[105,546],"class_list":["post-10471","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-industry","tag-machine-learning","tag-vr"],"yoast_head":"\nResearchers build synthetic dog dataset in GTA-V to create 3D models | DailyAI<\/title>\n<meta name=\"description\" content=\"Researchers from the University of Surrey have developed a method to transform photographs of dogs into detailed 3D models.\u00a0\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" 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