Author

Qingdong He

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Preprint Oct 2026

MFVSR: A Multi-Style and Fine-Grained Benchmark for Video Subtitle Removal

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-inpainting protocols that fail to adequately capture localized restoration errors, unintended modifications, temporal instability, and incomple...

Xi-Yan Huang, Qing-Dong He, Peng Tang et al. · 0 citations

#artificial intelligence Preprint Aug 2026

Evidence-RL: Towards Evidence-intensive Visual Reasoning

This work proposes Counterfactual Evidence Disentanglement (CED), a training-time evidence audit for VLM grounding, which outperforms prior RL-based post-training methods, with targeted analyses verifying its object-centric signal.

Haojie Huang, Xin-Lei Yu, Cheng-Ming Xu et al. · 3 citations