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cs.CV2026

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…

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…

cs.CV2026

Measuring Social Bias in Vision-Language Models with Face-Only Counterfactuals from Real Photos

Haodong Chen, Qiang Huang, Jiaqi Zhao +3

Vision-Language Models (VLMs) are increasingly deployed in socially consequential settings, raising concerns about social bias driven by demographic cues. A central challenge in me…

cs.CV2025

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…

cs.CV2025

Glass Surface Detection: Leveraging Reflection Dynamics in Flash/No-flash Imagery

Tao Yan, Zeyu Wang, Hao Huang +6

Glass surfaces are ubiquitous in daily life, typically appearing colorless, transparent, and lacking distinctive features. These characteristics make glass surface detection a chal…

cs.CV2025

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…