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Xiaoxu Li

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2026

TSformer: An Effective Two-Stage Transformer Framework for Underwater Image Enhancement

Underwater images often suffer from various complex degradations, hindering reliable visual measurement. However, most existing enhancement algorithms primarily depend on multiscale spatial features that lack global consistency constraints, while other methods incorporating frequency-domain information tend to suffer f...

Xikang Xia, Wei Peng, Hou-Jun Wang et al. · 0 citations
Jul 2026

ARDepth: Auto-regressive Monocular Depth Estimation with Progressive Visual Conditioning

This work introduces ARDepth, which formulates depth estimation as structured auto-regressive generation, and produces structurally consistent depth predictions across scales, validating auto-regressive generation as a promising alternative paradigm for geometric modeling.

Zi-Jie Wang, Wei Zhang, Weiming Zhang et al. · 0 citations

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