Continual Learning

Adaptive Score Alignment Learning for Continual Perceptual Quality Assessment of 360-Degree Videos in Virtual Reality
Virtual Reality Video Quality Assessment (VR-VQA) aims to evaluate the perceptual quality of 360-degree videos, which is crucial for …
Kanglei Zhou, Zikai Hao, Liyuan Wang, Xiaohui Liang
Posted Jan 27, 2025 Journal article IEEE VR 2025 - TVCG
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Adaptive Score Alignment Learning for Continual Perceptual Quality Assessment of 360-Degree Videos in Virtual Reality
MAGR: Manifold-Aligned Graph Regularization for Continual Action Quality Assessment
Action Quality Assessment (AQA) evaluates diverse skills but models struggle with non-stationary data. We propose Continual AQA (CAQA) …
Kanglei Zhou, Liyuan Wang, Xingxing Zhang, Hubert P. H. Shum, Frederick W. B. Li, Jianguo Li, Xiaohui Liang
Posted Jul 1, 2024 Conference paper ECCV 2024
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MAGR: Manifold-Aligned Graph Regularization for Continual Action Quality Assessment