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cs.CV2026
ER-Chord: Spatially Consistent One-Step Image Editing via Equal-Energy Reliability Redistribution
Peize Li, Hanzhen Zhao, Xingguo Xu +6
One-step generative models enable fast text-guided image editing, yet they often introduce unintended changes to regions that should remain unchanged. Temporal aggregation stabiliz…
cs.CV2026
MFVSR: A Multi-Style and Fine-Grained Benchmark for Video Subtitle Removal
Xiyan Huang, Qingdong He, Peng Tang +3
Video subtitle removal (VSR) is an important video restoration task, yet existing evaluation remains limited by low-resolution datasets, fragmented test sets, and generic video-inp…
cs.CV2026
CLEAR: Context-Aware Learning with End-to-End Mask-Free Inference for Adaptive Video Subtitle Removal
Qingdong He, Chaoyi Wang, Peng Tang +2
Video subtitle removal aims to distinguish text overlays from background content while preserving temporal coherence. Existing diffusion-based methods necessitate explicit mask seq…