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ControlVideo, a novel method for text-driven video-editing.
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2026-03-04 08:44:38
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Identifying and Solving Conditional Image Leakage in Image-to-Video Generation Identifying and Solving Conditional Image Leakage in Image-to-Video Generation Min Zhao 1,3* , Hongzhou Zhu 1,3* , Chendong Xiang 1,3 , Kaiwen Zheng 1,3 , Chongxuan li 2 , Jun Zhu 1,3,4 , 1 Dept. of Comp. Sci. & Tech., BNRist Center, THU-Bosch ML Center, Tsinghua University 2 Gaoling School of Artificial Intelligence, Renmin University of China, Beijing, China Beijing Key Laboratory of Big Data Management and Analysis Methods , Beijing, China 3 ShengShu, Beijing, China 4 Pazhou Laboratory (Huangpu), Guangzhou, China Paper arXiv Code Abstract Diffusion models have obtained substantial progress in image-to-video (I2V) generation. However, such models are not fully understood. In this paper, we report a significant but previously overlooked issue in I2V diffusion models (I2V-DMs), namely, conditional image leakage. I2V-DMs tend to over-re...
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