3 papers
cs.CV2026
ProFocus: Interpreting Affective Experience in Artistic Images with Progressive Visual Focusing
Zhiyan Zhang, Zicheng Yan, Jianqi Chen +3
Interpreting the emotional responses triggered by images is central to achieving emotional intelligence. Compared with natural images, visual art is intentionally created to elicit…
cs.AI2026
MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos
Jinpeng Hu, Erqiang Wang, Shan Wang +4
Mental health understanding in long-form videos requires nuanced reasoning over observable behavior, interpersonal context, and latent psychological states. Existing benchmarks lar…
cs.CV2026
Benchmarking Dynamic Affective Reasoning: A Viewer-Centric Video Emotion Dataset
Zhiyan Zhang, Peipei Song, Jinpeng Hu +3
Video emotion analysis is typically framed as a static classification problem, treating each clip as an independent labeled unit. However, such a formulation overlooks a key psycho…