VersusQ introduces a pairwise margin reasoning framework using large multimodal models to predict signed continuous quality margins between video pairs, claiming improved cross-domain generalization over pointwise scoring methods.
Vq-insight: Teaching vlms for ai-generated video quality understanding via progressive visual reinforcement learning
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VersusQ: Pairwise Margin Reasoning for Generalizable Video Quality Assessment
VersusQ introduces a pairwise margin reasoning framework using large multimodal models to predict signed continuous quality margins between video pairs, claiming improved cross-domain generalization over pointwise scoring methods.