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cs.CV2026
InsightVQA: High-Dimensional Emotion-Cognitive Visual Question Answering Benchmark
Shiyu Wang, Ziyu Liu, Chaoyi Yu +6
Visual emotion understanding requires models not only to recognize emotional states, but also to why they arise and perform higher-level cognitive reasoning. However, existing benc…
cs.CV2026
ARGen: Affect-Reinforced Generative Augmentation towards Vision-based Dynamic Emotion Perception
Huanzhen Wang, Ziheng Zhou, Jiaqi Song +4
Dynamic facial expression recognition in the wild remains challenging due to data scarcity and long-tail distributions, which hinder models from effectively learning the temporal d…