4 papers
Glass Surface Detection Grounded in 3D Visual Geometry
Yiwei Lu, Ke Xu, Tao Yan +3
Glass surface detection (GSD) is critical for scene understanding and reconstruction, and yet remains challenging due to the transparency and reflectivity of glass surfaces. Existi…
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…
Parallel Diffusion Solver via Residual Dirichlet Policy Optimization
Ruoyu Wang, Ziyu Li, Beier Zhu +5
Diffusion models (DMs) have achieved state-of-the-art generative performance but suffer from high sampling latency due to their sequential denoising nature. Existing solver-based a…
EmoVerse: A MLLMs-Driven Emotion Representation Dataset for Interpretable Visual Emotion Analysis
Yijie Guo, Dexiang Hong, Weidong Chen +4
Visual Emotion Analysis (VEA) aims to bridge the affective gap between visual content and human emotional responses. Despite its promise, progress in this field remains limited by…