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Author

Yi-Shan Li

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2 papers indexed here

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Preprint Sep 2026

Gauge-Equivariant Attention for Rotation-Stable $360^\circ$ Scene Understanding

Gauge-equivariant relative position encoding (GE-RPE) is proposed, a parameter-free Reynolds average of the bias over a finite cyclic subgroup of gauge rotations of gauge rotations that is a usable visual-computing primitive across panoramic relighting, immersive video, and cross-dataset transfer.

Tian-Jian Zhou, Yi-Shan Li, Jie Jiang et al. · 0 citations
Conference Aug 2026

DAE-Net: Diagnosis-Driven Adaptive Enhancement for Underwater Visual Big Data

Marine engineering, ecological monitoring, and offshore industry now produce terabyte-scale streams of underwater imagery whose visual quality is degraded by three physically distinct mechanisms: wavelength-selective absorption (colour cast), low ambient irradiance (low light), and forward / backward scattering of susp...

Tian-Jian Zhou, Yi-Shan Li, Jie Jiang et al. · 0 citations

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