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Paper page - Loopy: Taming Audio-Driven Portrait Avatar with Long-Term Motion Dependency
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https://loopyavatar.github.io/

\n","updatedAt":"2024-09-05T03:10:27.803Z","author":{"_id":"60f1abe7544c2adfd699860c","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/1674929746905-60f1abe7544c2adfd699860c.jpeg","fullname":"AK","name":"akhaliq","type":"user","isPro":false,"isHf":true,"isHfAdmin":false,"isMod":false,"followerCount":9179,"isUserFollowing":false}},"numEdits":0,"identifiedLanguage":{"language":"en","probability":0.6087461113929749},"editors":["akhaliq"],"editorAvatarUrls":["https://cdn-avatars.huggingface.co/v1/production/uploads/1674929746905-60f1abe7544c2adfd699860c.jpeg"],"reactions":[],"isReport":false}},{"id":"66d9ab02090e44eeee4641b2","author":{"_id":"65d9061316cebdd689fcfd02","avatarUrl":"/avatars/6d2981936d77e2eccfb9a8923cb549c9.svg","fullname":"Hamed","name":"Tamer12","type":"user","isPro":false,"isHf":false,"isHfAdmin":false,"isMod":false,"isUserFollowing":false},"createdAt":"2024-09-05T12:58:42.000Z","type":"comment","data":{"edited":true,"hidden":true,"hiddenBy":"","latest":{"raw":"This comment has been hidden","html":"This comment has been hidden","updatedAt":"2024-09-05T13:00:50.431Z","author":{"_id":"65d9061316cebdd689fcfd02","avatarUrl":"/avatars/6d2981936d77e2eccfb9a8923cb549c9.svg","fullname":"Hamed","name":"Tamer12","type":"user","isPro":false,"isHf":false,"isHfAdmin":false,"isMod":false,"isUserFollowing":false}},"numEdits":0,"editors":[],"editorAvatarUrls":[],"reactions":[]}},{"id":"66d9ab58c9758ee602d62aa4","author":{"_id":"65d9061316cebdd689fcfd02","avatarUrl":"/avatars/6d2981936d77e2eccfb9a8923cb549c9.svg","fullname":"Hamed","name":"Tamer12","type":"user","isPro":false,"isHf":false,"isHfAdmin":false,"isMod":false,"isUserFollowing":false},"createdAt":"2024-09-05T13:00:08.000Z","type":"comment","data":{"edited":true,"hidden":true,"hiddenBy":"","latest":{"raw":"This comment has been hidden","html":"This comment has been hidden","updatedAt":"2024-09-05T13:00:45.211Z","author":{"_id":"65d9061316cebdd689fcfd02","avatarUrl":"/avatars/6d2981936d77e2eccfb9a8923cb549c9.svg","fullname":"Hamed","name":"Tamer12","type":"user","isPro":false,"isHf":false,"isHfAdmin":false,"isMod":false,"isUserFollowing":false}},"numEdits":0,"editors":[],"editorAvatarUrls":[],"reactions":[]}},{"id":"66d9cf491fc023c6a9c873aa","author":{"_id":"5f17f0a0925b9863e28ad517","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/5f17f0a0925b9863e28ad517/fXIY5i9RLsIa1v3CCuVtt.jpeg","fullname":"Victor Mustar","name":"victor","type":"user","isPro":true,"isHf":true,"isHfAdmin":true,"isMod":false,"followerCount":5164,"isUserFollowing":false},"createdAt":"2024-09-05T15:33:29.000Z","type":"comment","data":{"edited":true,"hidden":false,"latest":{"raw":"Incredible work 🚀 That is a real step forward!\n\nhttps://cdn-uploads.huggingface.co/production/uploads/5f17f0a0925b9863e28ad517/NIRkgl2CM9SjOiluG9hQx.mp4\n","html":"

Incredible work 🚀 That is a real step forward!

\n

\n","updatedAt":"2024-09-05T16:17:28.483Z","author":{"_id":"5f17f0a0925b9863e28ad517","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/5f17f0a0925b9863e28ad517/fXIY5i9RLsIa1v3CCuVtt.jpeg","fullname":"Victor Mustar","name":"victor","type":"user","isPro":true,"isHf":true,"isHfAdmin":true,"isMod":false,"followerCount":5164,"isUserFollowing":false}},"numEdits":1,"identifiedLanguage":{"language":"en","probability":0.7279566526412964},"editors":["victor"],"editorAvatarUrls":["https://cdn-avatars.huggingface.co/v1/production/uploads/5f17f0a0925b9863e28ad517/fXIY5i9RLsIa1v3CCuVtt.jpeg"],"reactions":[{"reaction":"👍","users":["Lyte","MatthewK","Robohcop","coolroman"],"count":4}],"isReport":false}},{"id":"66da26304860a6c5285c2517","author":{"_id":"66c23e6196583c59b0fbad90","avatarUrl":"/avatars/017bdd35f2939bc93368125202d15601.svg","fullname":"jonyjurado","name":"jn198789","type":"user","isPro":false,"isHf":false,"isHfAdmin":false,"isMod":false,"isUserFollowing":false},"createdAt":"2024-09-05T21:44:16.000Z","type":"comment","data":{"edited":false,"hidden":false,"latest":{"raw":"\n![Default_elon_musk_looking_at_the_camera_and_the_background_of_3.jpg](https://cdn-uploads.huggingface.co/production/uploads/66c23e6196583c59b0fbad90/VmhIRwYX7M1ThcbMfsS9u.jpeg)\n","html":"

\"Default_elon_musk_looking_at_the_camera_and_the_background_of_3.jpg\"

\n","updatedAt":"2024-09-05T21:44:16.898Z","author":{"_id":"66c23e6196583c59b0fbad90","avatarUrl":"/avatars/017bdd35f2939bc93368125202d15601.svg","fullname":"jonyjurado","name":"jn198789","type":"user","isPro":false,"isHf":false,"isHfAdmin":false,"isMod":false,"isUserFollowing":false}},"numEdits":0,"identifiedLanguage":{"language":"en","probability":0.33405983448028564},"editors":["jn198789"],"editorAvatarUrls":["/avatars/017bdd35f2939bc93368125202d15601.svg"],"reactions":[],"isReport":false}},{"id":"66da266335c7f97716404a17","author":{"_id":"66c23e6196583c59b0fbad90","avatarUrl":"/avatars/017bdd35f2939bc93368125202d15601.svg","fullname":"jonyjurado","name":"jn198789","type":"user","isPro":false,"isHf":false,"isHfAdmin":false,"isMod":false,"isUserFollowing":false},"createdAt":"2024-09-05T21:45:07.000Z","type":"comment","data":{"edited":false,"hidden":false,"latest":{"raw":"hola compañeros! estamos evolucionando mucho en la inteligancia artificial, ya mismo podremos hacer deep fakes tan realistas que me da miedo el asunto","html":"

hola compañeros! estamos evolucionando mucho en la inteligancia artificial, ya mismo podremos hacer deep fakes tan realistas que me da miedo el asunto

\n","updatedAt":"2024-09-05T21:45:07.373Z","author":{"_id":"66c23e6196583c59b0fbad90","avatarUrl":"/avatars/017bdd35f2939bc93368125202d15601.svg","fullname":"jonyjurado","name":"jn198789","type":"user","isPro":false,"isHf":false,"isHfAdmin":false,"isMod":false,"isUserFollowing":false}},"numEdits":0,"identifiedLanguage":{"language":"es","probability":0.9474990367889404},"editors":["jn198789"],"editorAvatarUrls":["/avatars/017bdd35f2939bc93368125202d15601.svg"],"reactions":[],"isReport":false}},{"id":"66da5bc199b05f95a7254253","author":{"_id":"63d3e0e8ff1384ce6c5dd17d","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/1674830754237-63d3e0e8ff1384ce6c5dd17d.jpeg","fullname":"Librarian Bot (Bot)","name":"librarian-bot","type":"user","isPro":false,"isHf":false,"isHfAdmin":false,"isMod":false,"followerCount":318,"isUserFollowing":false},"createdAt":"2024-09-06T01:32:49.000Z","type":"comment","data":{"edited":false,"hidden":false,"latest":{"raw":"This is an automated message from the [Librarian Bot](https://huggingface.co/librarian-bots). I found the following papers similar to this paper. \n\nThe following papers were recommended by the Semantic Scholar API \n\n* [CyberHost: Taming Audio-driven Avatar Diffusion Model with Region Codebook Attention](https://huggingface.co/papers/2409.01876) (2024)\n* [LinguaLinker: Audio-Driven Portraits Animation with Implicit Facial Control Enhancement](https://huggingface.co/papers/2407.18595) (2024)\n* [EchoMimic: Lifelike Audio-Driven Portrait Animations through Editable Landmark Conditions](https://huggingface.co/papers/2407.08136) (2024)\n* [KMTalk: Speech-Driven 3D Facial Animation with Key Motion Embedding](https://huggingface.co/papers/2409.01113) (2024)\n* [FD2Talk: Towards Generalized Talking Head Generation with Facial Decoupled Diffusion Model](https://huggingface.co/papers/2408.09384) (2024)\n\n\n Please give a thumbs up to this comment if you found it helpful!\n\n If you want recommendations for any Paper on Hugging Face checkout [this](https://huggingface.co/spaces/librarian-bots/recommend_similar_papers) Space\n\n You can directly ask Librarian Bot for paper recommendations by tagging it in a comment: `@librarian-bot recommend`","html":"

This is an automated message from the Librarian Bot. I found the following papers similar to this paper.

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The following papers were recommended by the Semantic Scholar API

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Please give a thumbs up to this comment if you found it helpful!

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If you want recommendations for any Paper on Hugging Face checkout this Space

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You can directly ask Librarian Bot for paper recommendations by tagging it in a comment: \n\n@librarian-bot\n\t recommend

\n","updatedAt":"2024-09-06T01:32:49.402Z","author":{"_id":"63d3e0e8ff1384ce6c5dd17d","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/1674830754237-63d3e0e8ff1384ce6c5dd17d.jpeg","fullname":"Librarian Bot (Bot)","name":"librarian-bot","type":"user","isPro":false,"isHf":false,"isHfAdmin":false,"isMod":false,"followerCount":318,"isUserFollowing":false}},"numEdits":0,"identifiedLanguage":{"language":"en","probability":0.7523266077041626},"editors":["librarian-bot"],"editorAvatarUrls":["https://cdn-avatars.huggingface.co/v1/production/uploads/1674830754237-63d3e0e8ff1384ce6c5dd17d.jpeg"],"reactions":[],"isReport":false}},{"id":"66da6519556d1ac98502620c","author":{"_id":"660f5fb39f61fdeb2de8e5d1","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/noauth/CqFQJ0WtNmmvqKy1uEwmY.jpeg","fullname":"Omar franco Villela ","name":"Nebar","type":"user","isPro":false,"isHf":false,"isHfAdmin":false,"isMod":false,"isUserFollowing":false},"createdAt":"2024-09-06T02:12:41.000Z","type":"comment","data":{"edited":false,"hidden":false,"latest":{"raw":"\"Nadie Pasa Sin Mi Permiso\"Intro: \"Nadie cruza mi territorio sin pagar el precio. Soy el guardián de \neste imperio, y aquí mando yo.\"","html":"

\"Nadie Pasa Sin Mi Permiso\"Intro: \"Nadie cruza mi territorio sin pagar el precio. Soy el guardián de
este imperio, y aquí mando yo.\"

\n","updatedAt":"2024-09-06T02:12:41.982Z","author":{"_id":"660f5fb39f61fdeb2de8e5d1","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/noauth/CqFQJ0WtNmmvqKy1uEwmY.jpeg","fullname":"Omar franco Villela ","name":"Nebar","type":"user","isPro":false,"isHf":false,"isHfAdmin":false,"isMod":false,"isUserFollowing":false}},"numEdits":0,"identifiedLanguage":{"language":"es","probability":0.8693817257881165},"editors":["Nebar"],"editorAvatarUrls":["https://cdn-avatars.huggingface.co/v1/production/uploads/noauth/CqFQJ0WtNmmvqKy1uEwmY.jpeg"],"reactions":[],"isReport":false}},{"id":"66db6b24d6bae73bf40faee5","author":{"_id":"64613754846a6c8c8302f8d2","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/64613754846a6c8c8302f8d2/Y8T53fMba2H3M63xhQcYA.jpeg","fullname":"Tarek","name":"Tarekbadrsh","type":"user","isPro":false,"isHf":false,"isHfAdmin":false,"isMod":false,"isUserFollowing":false},"createdAt":"2024-09-06T20:50:44.000Z","type":"comment","data":{"edited":false,"hidden":false,"latest":{"raw":"good, but how to get access to the model??","html":"

good, but how to get access to the model??

\n","updatedAt":"2024-09-06T20:50:44.380Z","author":{"_id":"64613754846a6c8c8302f8d2","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/64613754846a6c8c8302f8d2/Y8T53fMba2H3M63xhQcYA.jpeg","fullname":"Tarek","name":"Tarekbadrsh","type":"user","isPro":false,"isHf":false,"isHfAdmin":false,"isMod":false,"isUserFollowing":false}},"numEdits":0,"identifiedLanguage":{"language":"en","probability":0.9379029870033264},"editors":["Tarekbadrsh"],"editorAvatarUrls":["https://cdn-avatars.huggingface.co/v1/production/uploads/64613754846a6c8c8302f8d2/Y8T53fMba2H3M63xhQcYA.jpeg"],"reactions":[],"isReport":false},"replies":[{"id":"66df82939f630d51fc5ae6eb","author":{"_id":"6401857e1083960bd388b73d","avatarUrl":"/avatars/6cb4c9609b4b0d8f18a1278342864ced.svg","fullname":"shiv shankar","name":"shivshankar","type":"user","isPro":false,"isHf":false,"isHfAdmin":false,"isMod":false,"followerCount":1,"isUserFollowing":false},"createdAt":"2024-09-09T23:19:47.000Z","type":"comment","data":{"edited":false,"hidden":false,"latest":{"raw":"you dont, they didnt release it for ethical reasons which is nonsense.","html":"

you dont, they didnt release it for ethical reasons which is nonsense.

\n","updatedAt":"2024-09-09T23:19:47.373Z","author":{"_id":"6401857e1083960bd388b73d","avatarUrl":"/avatars/6cb4c9609b4b0d8f18a1278342864ced.svg","fullname":"shiv shankar","name":"shivshankar","type":"user","isPro":false,"isHf":false,"isHfAdmin":false,"isMod":false,"followerCount":1,"isUserFollowing":false}},"numEdits":0,"identifiedLanguage":{"language":"en","probability":0.9829081296920776},"editors":["shivshankar"],"editorAvatarUrls":["/avatars/6cb4c9609b4b0d8f18a1278342864ced.svg"],"reactions":[],"isReport":false,"parentCommentId":"66db6b24d6bae73bf40faee5"}}]},{"id":"66e24cd796acd45223cf9948","author":{"_id":"63f6399ab29015adc33b488a","avatarUrl":"/avatars/2da4e45523773c17ecd37ba071977024.svg","fullname":"wang weiran","name":"shiverwang","type":"user","isPro":false,"isHf":false,"isHfAdmin":false,"isMod":false,"isUserFollowing":false},"createdAt":"2024-09-12T02:07:19.000Z","type":"comment","data":{"edited":false,"hidden":false,"latest":{"raw":"请问什么时候开源呢?","html":"

请问什么时候开源呢?

\n","updatedAt":"2024-09-12T02:07:19.979Z","author":{"_id":"63f6399ab29015adc33b488a","avatarUrl":"/avatars/2da4e45523773c17ecd37ba071977024.svg","fullname":"wang weiran","name":"shiverwang","type":"user","isPro":false,"isHf":false,"isHfAdmin":false,"isMod":false,"isUserFollowing":false}},"numEdits":0,"identifiedLanguage":{"language":"zh","probability":0.9995704293251038},"editors":["shiverwang"],"editorAvatarUrls":["/avatars/2da4e45523773c17ecd37ba071977024.svg"],"reactions":[],"isReport":false}},{"id":"66f549e53ea073a9cc08d5f3","author":{"_id":"66627a20a30c1a670b8acb0c","avatarUrl":"/avatars/45b818e9f27e90e23440833e38c8fd28.svg","fullname":"wht","name":"CavyW","type":"user","isPro":false,"isHf":false,"isHfAdmin":false,"isMod":false,"isUserFollowing":false},"createdAt":"2024-09-26T11:47:49.000Z","type":"comment","data":{"edited":false,"hidden":false,"latest":{"raw":"何时开源!!!!!!!迫不及待!!!!!!!!\n","html":"

何时开源!!!!!!!迫不及待!!!!!!!!

\n","updatedAt":"2024-09-26T11:47:49.252Z","author":{"_id":"66627a20a30c1a670b8acb0c","avatarUrl":"/avatars/45b818e9f27e90e23440833e38c8fd28.svg","fullname":"wht","name":"CavyW","type":"user","isPro":false,"isHf":false,"isHfAdmin":false,"isMod":false,"isUserFollowing":false}},"numEdits":0,"identifiedLanguage":{"language":"zh","probability":0.9908525943756104},"editors":["CavyW"],"editorAvatarUrls":["/avatars/45b818e9f27e90e23440833e38c8fd28.svg"],"reactions":[],"isReport":false}},{"id":"677c99fc9909f23ac4d75397","author":{"_id":"6486af8a65b608533045b4fd","avatarUrl":"/avatars/16ab690073330998a6d6544938099623.svg","fullname":"Renel Isio","name":"oisilener1982","type":"user","isPro":false,"isHf":false,"isHfAdmin":false,"isMod":false,"isUserFollowing":false},"createdAt":"2025-01-07T03:05:32.000Z","type":"comment","data":{"edited":false,"hidden":false,"latest":{"raw":"will loopy be open source?","html":"

will loopy be open source?

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Due to the limited control of audio signals in driving human motion,\nexisting methods often add auxiliary spatial signals to stabilize movements,\nwhich may compromise the naturalness and freedom of motion. In this paper, we\npropose an end-to-end audio-only conditioned video diffusion model named Loopy.\nSpecifically, we designed an inter- and intra-clip temporal module and an\naudio-to-latents module, enabling the model to leverage long-term motion\ninformation from the data to learn natural motion patterns and improving\naudio-portrait movement correlation. This method removes the need for manually\nspecified spatial motion templates used in existing methods to constrain motion\nduring inference. 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Papers
arxiv:2409.02634

Loopy: Taming Audio-Driven Portrait Avatar with Long-Term Motion Dependency

Published on Sep 4, 2024
· Submitted by
AK
on Sep 5, 2024
#1 Paper of the day

Abstract

An audio-only conditioned video diffusion model, Loopy, improves natural and high-quality human video generation without auxiliary spatial signals.

AI-generated summary

With the introduction of diffusion-based video generation techniques, audio-conditioned human video generation has recently achieved significant breakthroughs in both the naturalness of motion and the synthesis of portrait details. Due to the limited control of audio signals in driving human motion, existing methods often add auxiliary spatial signals to stabilize movements, which may compromise the naturalness and freedom of motion. In this paper, we propose an end-to-end audio-only conditioned video diffusion model named Loopy. Specifically, we designed an inter- and intra-clip temporal module and an audio-to-latents module, enabling the model to leverage long-term motion information from the data to learn natural motion patterns and improving audio-portrait movement correlation. This method removes the need for manually specified spatial motion templates used in existing methods to constrain motion during inference. Extensive experiments show that Loopy outperforms recent audio-driven portrait diffusion models, delivering more lifelike and high-quality results across various scenarios.

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Incredible work 🚀 That is a real step forward!

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hola compañeros! estamos evolucionando mucho en la inteligancia artificial, ya mismo podremos hacer deep fakes tan realistas que me da miedo el asunto

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good, but how to get access to the model??

·

you dont, they didnt release it for ethical reasons which is nonsense.

请问什么时候开源呢?

何时开源!!!!!!!迫不及待!!!!!!!!

will loopy be open source?

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