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Book Open access Nov 2026

Descriptive Video Degradation Assessment with Multimodal Large Language Models

We investigate descriptive video degradation assessment (VDA) for granular diagnosis beyond the interpretability limits of conventional video quality assessment (VQA). Unlike scalar mean opinion score (MOS) regression, descriptive VDA identifies spatio-temporal degradations and explains their collective perceptual impa...

Jun-Hao Zhou, Ze-Yu Xiao, Hao-Ze Li et al. · 0 citations
Preprint Nov 2026

Perception Over Geometry: Rethinking Gaussian Allocation in Mesh-based Splatting

3D Gaussian Splatting (3DGS) enables photorealistic novel-view synthesis but lacks explicit topology for geometric editing. Existing mesh-based methods enable geometric manipulation by associating Gaussians with triangular mesh faces, typically assigning a fixed number of Gaussians to each face. However, the representa...

Yu-Ting Wang, Yang Zhao, Shan-Ding Diao et al. · 0 citations
Aug 2026

Boosting Representation Learning for High-Level Semantic Information in Facial Expression Recognition

Facial expression recognition (FER) requires high-level semantic cues to interpret abstract emotions. However, existing FER approaches commonly suffer from sparse semantic descriptions and unwanted noise from redundant facial pixels. To tackle these issues, we propose a boosting representation learning framework to bui...

Hai Min, Kai-Yi Jia, Chunxiao Fan et al. · 0 citations

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