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cs.CV2026
Hi-Light: A Path to high-fidelity, high-resolution video relighting with a Novel Evaluation Paradigm
Xiangrui Liu, Haoxiang Li, Yezhou Yang
Video relighting offers immense creative potential and commercial value but is hindered by challenges, including the absence of an adequate evaluation metric, severe light flickeri…
cs.CV2026
CounterVid: Counterfactual Video Generation for Mitigating Action and Temporal Hallucinations in Video-Language Models
Tobia Poppi, Burak Uzkent, Amanmeet Garg +7
Video-language models (VLMs) achieve strong multimodal understanding but remain prone to hallucinations, especially when reasoning about actions and temporal order. Existing mitiga…