Accepted by ECCV 2026, project page: <a href=\"https://live-edit.github.io/\" rel=\"nofollow\">https://live-edit.github.io/</a></p>\n","updatedAt":"2026-06-30T03:58:14.674Z","author":{"_id":"63871e72189d6915f1d3a87b","avatarUrl":"/avatars/4978b3ad59b5712c73fa692193837ecd.svg","fullname":"Jack Ma","name":"YueMafighting","type":"user","isPro":false,"isHf":false,"isHfAdmin":false,"isMod":false,"followerCount":8,"isUserFollowing":false}},"numEdits":0,"identifiedLanguage":{"language":"en","probability":0.7158933877944946},"editors":["YueMafighting"],"editorAvatarUrls":["/avatars/4978b3ad59b5712c73fa692193837ecd.svg"],"reactions":[{"reaction":"👍","users":["Qinghew","YueMafighting","fffffky","aileshuo"],"count":4}],"isReport":false}},{"id":"6a43642ae1716b2db387bb6c","author":{"_id":"66e93deadff507737f0f39f5","avatarUrl":"/avatars/aaa4e8c54b66ea3cb091a0b5a6f72131.svg","fullname":"Feng","name":"fffffky","type":"user","isPro":false,"isHf":false,"isHfAdmin":false,"isMod":false,"isUserFollowing":false},"createdAt":"2026-06-30T06:37:30.000Z","type":"comment","data":{"edited":false,"hidden":false,"latest":{"raw":"Very impressive!","html":"<p>Very impressive!</p>\n","updatedAt":"2026-06-30T06:37:30.176Z","author":{"_id":"66e93deadff507737f0f39f5","avatarUrl":"/avatars/aaa4e8c54b66ea3cb091a0b5a6f72131.svg","fullname":"Feng","name":"fffffky","type":"user","isPro":false,"isHf":false,"isHfAdmin":false,"isMod":false,"isUserFollowing":false}},"numEdits":0,"identifiedLanguage":{"language":"en","probability":0.46779656410217285},"editors":["fffffky"],"editorAvatarUrls":["/avatars/aaa4e8c54b66ea3cb091a0b5a6f72131.svg"],"reactions":[],"isReport":false}}],"primaryEmailConfirmed":false,"paper":{"id":"2606.26740","authors":[{"_id":"6a43289e763f63ca3757e831","name":"Xinyu Wang","hidden":false},{"_id":"6a43289e763f63ca3757e832","name":"Chongbo Zhao","hidden":false},{"_id":"6a43289e763f63ca3757e833","name":"Fangneng Zhan","hidden":false},{"_id":"6a43289e763f63ca3757e834","name":"Yue Ma","hidden":false}],"mediaUrls":["https://cdn-uploads.huggingface.co/production/uploads/63871e72189d6915f1d3a87b/60OGJiv2KA8MY07jcYmZ3.qt"],"publishedAt":"2026-06-25T00:00:00.000Z","submittedOnDailyAt":"2026-06-30T00:00:00.000Z","title":"LiveEdit: Towards Real-Time Diffusion-Based Streaming Video Editing","submittedOnDailyBy":{"_id":"63871e72189d6915f1d3a87b","avatarUrl":"/avatars/4978b3ad59b5712c73fa692193837ecd.svg","isPro":false,"fullname":"Jack Ma","user":"YueMafighting","type":"user","name":"YueMafighting"},"summary":"Streaming video editing has made rapid progress, yet practical deployment is still limited by two core issues: maintaining stable backgrounds and non-edited regions over time, and achieving the low latency required for real-time interactive scenarios. Meanwhile, recent streaming video generation methods are mostly developed for synthesis and cannot be directly applied to editing due to the strict preservation requirement and region-specific control. In this work, we present a novel streaming video editing framework that performs causal, frame-by-frame editing with strong content preservation and real-time responsiveness. Our key design is a three-stage distillation pipeline that progressively transfers editing capability from a powerful bidirectional foundation model to an efficient unidirectional streaming editor, enabling stable long-horizon edits without sacrificing visual fidelity. To further support real-time deployment, we introduce an AR-oriented mask cache that reuses region-related computation across frames, substantially reducing redundant processing and accelerating inference. Finally, we establish a dedicated benchmark for streaming video editing. 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