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Revolutionizing Video Editing: Meta AI's EVE Explained!

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To develop EVE we separately train an image editing adapter and a\nvideo generation adapter, and attach both to the same text-to-image model.\nThen, to align the adapters towards video editing we introduce a new\nunsupervised distillation procedure, Factorized Diffusion Distillation. This\nprocedure distills knowledge from one or more teachers simultaneously, without\nany supervised data. We utilize this procedure to teach EVE to edit videos by\njointly distilling knowledge to (i) precisely edit each individual frame from\nthe image editing adapter, and (ii) ensure temporal consistency among the\nedited frames using the video generation adapter. Finally, to demonstrate the\npotential of our approach in unlocking other capabilities, we align additional\ncombinations of adapters","upvotes":23,"discussionId":"65f3b142d09b5f817d5d862c","ai_summary":"Emu Video Edit (EVE) uses unsupervised distillation, specifically Factorized Diffusion Distillation, to perform video editing by aligning image editing and video generation adapters without needing supervised data.","ai_keywords":["text-to-image model","Factorized Diffusion Distillation"]},"canReadDatabase":false,"canManagePapers":false,"canSubmit":false,"hasHfLevelAccess":false,"upvoted":false,"upvoters":[{"_id":"655ac762cb17ec19ef82719b","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/655ac762cb17ec19ef82719b/1kDncYrGLYS_2SR8cNdAL.png","isPro":false,"fullname":"Welcome to matlok","user":"matlok","type":"user"},{"_id":"659180299e16fa7510840ac4","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/659180299e16fa7510840ac4/I66LcNr3i35ehuzw1vR2Q.png","isPro":false,"fullname":"Ji-Ha","user":"Ji-Ha","type":"user"},{"_id":"63d4c8ce13ae45b780792f32","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/1675778487155-63d4c8ce13ae45b780792f32.jpeg","isPro":false,"fullname":"Ohenenoo","user":"PeepDaSlan9","type":"user"},{"_id":"620783f24e28382272337ba4","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/620783f24e28382272337ba4/zkUveQPNiDfYjgGhuFErj.jpeg","isPro":false,"fullname":"GuoLiangTang","user":"Tommy930","type":"user"},{"_id":"6362ddb7d3be91534c30bfd6","avatarUrl":"/avatars/dac76ebd3b8a08099497ec0b0524bc7c.svg","isPro":false,"fullname":"Art Atk","user":"ArtAtk","type":"user"},{"_id":"61f4d468587c793cdf55b4dd","avatarUrl":"/avatars/ce597d8d2640c726473dd85ae8c5cdc7.svg","isPro":false,"fullname":"Lee Gao","user":"leegao19","type":"user"},{"_id":"64747f7e33192631bacd8831","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/64747f7e33192631bacd8831/dstkZJ4sHJSeqLesV5cOC.jpeg","isPro":false,"fullname":"Taufiq Dwi Purnomo","user":"taufiqdp","type":"user"},{"_id":"6538119803519fddb4a17e10","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/6538119803519fddb4a17e10/ffJMkdx-rM7VvLTCM6ri_.jpeg","isPro":false,"fullname":"samusenps","user":"samusenps","type":"user"},{"_id":"63ddc7b80f6d2d6c3efe3600","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/63ddc7b80f6d2d6c3efe3600/RX5q9T80Jl3tn6z03ls0l.jpeg","isPro":false,"fullname":"J","user":"dashfunnydashdash","type":"user"},{"_id":"648eb1eb59c4e5c87dc116e0","avatarUrl":"/avatars/c636cea39c2c0937f01398c94ead5dad.svg","isPro":false,"fullname":"fdsqefsgergd","user":"T-representer","type":"user"},{"_id":"6407409a4dc5f2846c952526","avatarUrl":"/avatars/5dbc2f4d1aafeb9db7c6c62b11055100.svg","isPro":false,"fullname":"Yuruzuu","user":"Yuruzuu","type":"user"},{"_id":"635964636a61954080850e1d","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/635964636a61954080850e1d/0bfExuDTrHTtm8c-40cDM.png","isPro":false,"fullname":"William Lamkin","user":"phanes","type":"user"}],"acceptLanguages":["*"],"dailyPaperRank":0}">