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\n","html":"\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.
\nThe following papers were recommended by the Semantic Scholar API
\n- \n
- CyberHost: Taming Audio-driven Avatar Diffusion Model with Region Codebook Attention (2024) \n
- LinguaLinker: Audio-Driven Portraits Animation with Implicit Facial Control Enhancement (2024) \n
- EchoMimic: Lifelike Audio-Driven Portrait Animations through Editable Landmark Conditions (2024) \n
- KMTalk: Speech-Driven 3D Facial Animation with Key Motion Embedding (2024) \n
- FD2Talk: Towards Generalized Talking Head Generation with Facial Decoupled Diffusion Model (2024) \n
Please give a thumbs up to this comment if you found it helpful!
\nIf you want recommendations for any Paper on Hugging Face checkout this Space
\n You can directly ask Librarian Bot for paper recommendations by tagging it in a comment: \n\n@librarian-bot\n\t recommend
\"Nadie Pasa Sin Mi Permiso\"Intro: \"Nadie cruza mi territorio sin pagar el precio. Soy el guardián de
este imperio, y aquí mando yo.\"
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?
\n","updatedAt":"2025-01-07T03:05:32.614Z","author":{"_id":"6486af8a65b608533045b4fd","avatarUrl":"/avatars/16ab690073330998a6d6544938099623.svg","fullname":"Renel Isio","name":"oisilener1982","type":"user","isPro":false,"isHf":false,"isHfAdmin":false,"isMod":false,"isUserFollowing":false}},"numEdits":0,"identifiedLanguage":{"language":"en","probability":0.806750476360321},"editors":["oisilener1982"],"editorAvatarUrls":["/avatars/16ab690073330998a6d6544938099623.svg"],"reactions":[],"isReport":false}}],"primaryEmailConfirmed":false,"paper":{"id":"2409.02634","authors":[{"_id":"66d9211e9e955e0e5d1d7040","user":{"_id":"643410509bd5a84b5dca1345","avatarUrl":"/avatars/597823ce61c7b1a5da77e178820824f6.svg","isPro":false,"fullname":"Jianwen Jiang","user":"JianwenJ","type":"user"},"name":"Jianwen Jiang","status":"claimed_verified","statusLastChangedAt":"2025-02-05T10:16:32.675Z","hidden":false},{"_id":"66d9211e9e955e0e5d1d7041","user":{"_id":"66d7ca4c0429a62c38c46bf5","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/66d7ca4c0429a62c38c46bf5/N3puSDlwFA8WOxjHjObrj.jpeg","isPro":false,"fullname":"liangdebugger","user":"chao0412","type":"user"},"name":"Chao Liang","status":"claimed_verified","statusLastChangedAt":"2024-09-09T10:58:07.640Z","hidden":false},{"_id":"66d9211e9e955e0e5d1d7042","user":{"_id":"6527603743db8c626c467726","avatarUrl":"/avatars/216df0374b37355d57d2c76e6f08e4d6.svg","isPro":false,"fullname":"yang","user":"jiaqi78","type":"user"},"name":"Jiaqi Yang","status":"claimed_verified","statusLastChangedAt":"2024-09-06T07:06:27.786Z","hidden":false},{"_id":"66d9211e9e955e0e5d1d7043","user":{"_id":"64802fcdcc9e514b3b031244","avatarUrl":"/avatars/cc5979008bdb21a2be9575865dce909b.svg","isPro":false,"fullname":"Gaojie Lin","user":"lingaojie","type":"user"},"name":"Gaojie Lin","status":"claimed_verified","statusLastChangedAt":"2025-06-12T12:46:12.348Z","hidden":false},{"_id":"66d9211e9e955e0e5d1d7044","user":{"_id":"6393200e7a88f87c10056c43","avatarUrl":"/avatars/4ddde5cc4e5780e55d12ce0129234365.svg","isPro":false,"fullname":"zhongtianyun","user":"tianyumyum","type":"user"},"name":"Tianyun Zhong","status":"admin_assigned","statusLastChangedAt":"2024-09-05T08:50:36.107Z","hidden":false},{"_id":"66d9211e9e955e0e5d1d7045","name":"Yanbo Zheng","hidden":false}],"publishedAt":"2024-09-04T11:55:14.000Z","submittedOnDailyAt":"2024-09-05T01:40:27.795Z","title":"Loopy: Taming Audio-Driven Portrait Avatar with Long-Term Motion\n Dependency","submittedOnDailyBy":{"_id":"60f1abe7544c2adfd699860c","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/1674929746905-60f1abe7544c2adfd699860c.jpeg","isPro":false,"fullname":"AK","user":"akhaliq","type":"user"},"summary":"With the introduction of diffusion-based video generation techniques,\naudio-conditioned human video generation has recently achieved significant\nbreakthroughs in both the naturalness of motion and the synthesis of portrait\ndetails. 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. Extensive experiments show that Loopy outperforms recent\naudio-driven portrait diffusion models, delivering more lifelike and\nhigh-quality results across various scenarios.","upvotes":97,"discussionId":"66d9211f9e955e0e5d1d70c6","ai_summary":"An audio-only conditioned video diffusion model, Loopy, improves natural and high-quality human video generation without auxiliary spatial signals.","ai_keywords":["diffusion-based video generation","audio-conditioned","human video generation","motion","portrait details","audio signals","inter- and intra-clip temporal module","audio-to-latents module","long-term motion information","natural motion patterns","audio-portrait movement correlation","video diffusion model","spatial motion templates","lifelike results"]},"canReadDatabase":false,"canManagePapers":false,"canSubmit":false,"hasHfLevelAccess":false,"upvoted":false,"upvoters":[{"_id":"63b019096a58057564a40992","avatarUrl":"/avatars/c8a73064ee6308be2987bfe036891269.svg","isPro":false,"fullname":"Ali Asgher Mansoor Habiby","user":"aliasgherman","type":"user"},{"_id":"63054f9320668afe24865bba","avatarUrl":"/avatars/75962ffed33d38761bce6c947750e1e4.svg","isPro":false,"fullname":"KW","user":"kevineen","type":"user"},{"_id":"6438a9027de34e8ea7e4b257","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/6438a9027de34e8ea7e4b257/vib8QSd1AWMr_bR9ig_xJ.jpeg","isPro":false,"fullname":"Jaward Sesay","user":"Jaward","type":"user"},{"_id":"643410509bd5a84b5dca1345","avatarUrl":"/avatars/597823ce61c7b1a5da77e178820824f6.svg","isPro":false,"fullname":"Jianwen Jiang","user":"JianwenJ","type":"user"},{"_id":"6343f83791049e1bce85373e","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/1665398834110-noauth.png","isPro":false,"fullname":"Zhang ning","user":"pe65374","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":"642fd144a043f0ac7deeb7b5","avatarUrl":"/avatars/fbbefb555bab272ac4d1c46c2cbb3f51.svg","isPro":false,"fullname":"Rick James","user":"deepfake-symptoms","type":"user"},{"_id":"6362ddb7d3be91534c30bfd6","avatarUrl":"/avatars/dac76ebd3b8a08099497ec0b0524bc7c.svg","isPro":false,"fullname":"Art Atk","user":"ArtAtk","type":"user"},{"_id":"61868ce808aae0b5499a2a95","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/61868ce808aae0b5499a2a95/F6BA0anbsoY_Z7M1JrwOe.jpeg","isPro":true,"fullname":"Sylvain Filoni","user":"fffiloni","type":"user"},{"_id":"648eb1eb59c4e5c87dc116e0","avatarUrl":"/avatars/c636cea39c2c0937f01398c94ead5dad.svg","isPro":false,"fullname":"fdsqefsgergd","user":"T-representer","type":"user"},{"_id":"6595abdaf96445366607070e","avatarUrl":"/avatars/0b95d4917d92b7e15d11bae5935ddb93.svg","isPro":false,"fullname":"Sam Flin","user":"sflindrs","type":"user"},{"_id":"632a21ffafa9d2dccce16d81","avatarUrl":"/avatars/4a8e28e54be162f0a16297b47739d5d4.svg","isPro":false,"fullname":"Links","user":"Riverlinks0","type":"user"}],"acceptLanguages":["*"],"dailyPaperRank":1}">Loopy: Taming Audio-Driven Portrait Avatar with Long-Term Motion Dependency
Abstract
An audio-only conditioned video diffusion model, Loopy, improves natural and high-quality human video generation without auxiliary spatial signals.
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.
Community
Incredible work 🚀 That is a real step forward!
hola compañeros! estamos evolucionando mucho en la inteligancia artificial, ya mismo podremos hacer deep fakes tan realistas que me da miedo el asunto
This is an automated message from the Librarian Bot. I found the following papers similar to this paper.
The following papers were recommended by the Semantic Scholar API
- CyberHost: Taming Audio-driven Avatar Diffusion Model with Region Codebook Attention (2024)
- LinguaLinker: Audio-Driven Portraits Animation with Implicit Facial Control Enhancement (2024)
- EchoMimic: Lifelike Audio-Driven Portrait Animations through Editable Landmark Conditions (2024)
- KMTalk: Speech-Driven 3D Facial Animation with Key Motion Embedding (2024)
- FD2Talk: Towards Generalized Talking Head Generation with Facial Decoupled Diffusion Model (2024)
Please give a thumbs up to this comment if you found it helpful!
If you want recommendations for any Paper on Hugging Face checkout this Space
You can directly ask Librarian Bot for paper recommendations by tagging it in a comment:
@librarian-bot
recommend
"Nadie Pasa Sin Mi Permiso"Intro: "Nadie cruza mi territorio sin pagar el precio. Soy el guardián de
este imperio, y aquí mando yo."
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?
Models citing this paper 0
No model linking this paper
Datasets citing this paper 0
No dataset linking this paper
Spaces citing this paper 0
No Space linking this paper