long-form video analysis 1mental health understanding 1multimodal benchmarking 1perspective taking 1question generation 1
From the 1 of 2 linked papers with an AI index.
2 papers
cs.AI2026
MMHBench: A Multi-Perspective Benchmark for Mental Health Understanding in Long-Form Videos
Jinpeng Hu, Erqiang Wang, Shan Wang +4
The paper presents MMHBench, a multimodal benchmark of 268 long-form videos with 2,184 questions designed to evaluate mental health understanding from both observable behavior and…
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…