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However, detailed edit and customization of 3D assets remains a\nlong-standing challenge. Specifically, 3D Generation methods lack the ability\nto follow finely detailed instructions as precisely as their 2D image creation\ncounterparts. Imagine you can get a toy through 3D AIGC but with undesired\naccessories and dressing. To tackle this challenge, we propose a novel pipeline\ncalled Tailor3D, which swiftly creates customized 3D assets from editable\ndual-side images. We aim to emulate a tailor's ability to locally change\nobjects or perform overall style transfer. Unlike creating 3D assets from\nmultiple views, using dual-side images eliminates conflicts on overlapping\nareas that occur when editing individual views. Specifically, it begins by\nediting the front view, then generates the back view of the object through\nmulti-view diffusion. Afterward, it proceeds to edit the back views. Finally, a\nDual-sided LRM is proposed to seamlessly stitch together the front and back 3D\nfeatures, akin to a tailor sewing together the front and back of a garment. The\nDual-sided LRM rectifies imperfect consistencies between the front and back\nviews, enhancing editing capabilities and reducing memory burdens while\nseamlessly integrating them into a unified 3D representation with the LoRA\nTriplane Transformer. Experimental results demonstrate Tailor3D's effectiveness\nacross various 3D generation and editing tasks, including 3D generative fill\nand style transfer. It provides a user-friendly, efficient solution for editing\n3D assets, with each editing step taking only seconds to complete.","upvotes":13,"discussionId":"668cb6ce61b6eff5a82aec79","ai_summary":"Tailor3D addresses 3D asset customization by using dual-side images and a novel Dual-sided LRM for seamless integration, enhancing editing efficiency and consistency.","ai_keywords":["3D Generation","dual-side images","multi-view diffusion","Dual-sided LRM","LoRA Triplane Transformer","3D generative fill","style transfer"]},"canReadDatabase":false,"canManagePapers":false,"canSubmit":false,"hasHfLevelAccess":false,"upvoted":false,"upvoters":[{"_id":"64b4eec4faa3181a5eab9c46","avatarUrl":"/avatars/bcc9bf5cbf67546ad2b4c9ec8b96ac96.svg","isPro":true,"fullname":"Jiaqi Wang","user":"myownskyW7","type":"user"},{"_id":"63dbbb5e06e5ca38798124ab","avatarUrl":"/avatars/b7598c94ed306788edb5ff6d9053a1e6.svg","isPro":false,"fullname":"M V","user":"MikrMrk","type":"user"},{"_id":"646ddc68deb963805b31b9f8","avatarUrl":"/avatars/2c266d28e947af7b447df426ab78423d.svg","isPro":false,"fullname":"martin","user":"martintomov","type":"user"},{"_id":"64f955c582673b2a07fbf0ad","avatarUrl":"/avatars/1c98c8be61f6580c1e4ee698fa5c0716.svg","isPro":false,"fullname":"hongyu","user":"learn12138","type":"user"},{"_id":"641b754d1911d3be6745cce9","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/641b754d1911d3be6745cce9/Ydjcjd4VuNUGj5Cd4QHdB.png","isPro":false,"fullname":"atayloraerospace","user":"Taylor658","type":"user"},{"_id":"63a75aba54f1d0225b082d44","avatarUrl":"/avatars/d11fc00b653bded5903bb936bd1fb55d.svg","isPro":false,"fullname":"jck","user":"jcka","type":"user"},{"_id":"651c240a37fecec1fe96c60b","avatarUrl":"/avatars/5af52af97b7907e138efecac0f20799b.svg","isPro":false,"fullname":"S.F.","user":"search-facility","type":"user"},{"_id":"6032802e1f993496bc14d9e3","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/6032802e1f993496bc14d9e3/w6hr-DEQot4VVkoyRIBiy.png","isPro":false,"fullname":"Omar Sanseviero","user":"osanseviero","type":"user"},{"_id":"64316678dec2a70d8130aa9d","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/noauth/EAS7OJwvyInle8J7IIBbw.jpeg","isPro":false,"fullname":"Levi Sverdlov","user":"Sverd","type":"user"},{"_id":"6370e6d53434f2764ce573ae","avatarUrl":"/avatars/6d1c9638a5bf427c6ea191db4cf40b9a.svg","isPro":false,"fullname":"Wuvin","user":"Wuvin","type":"user"},{"_id":"64de20c5808492ba6e65d124","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/64de20c5808492ba6e65d124/58IX_TI5vJw73qS1knw56.jpeg","isPro":false,"fullname":"Zhang Mengchen","user":"Dubhe-zmc","type":"user"},{"_id":"663ccbff3a74a20189d4aa2e","avatarUrl":"/avatars/83a54455e0157480f65c498cd9057cf2.svg","isPro":false,"fullname":"Nguyen Van Thanh","user":"NguyenVanThanhHust","type":"user"}],"acceptLanguages":["*"],"dailyPaperRank":0}">