Author

Zhaolin Xiao

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Preprint Sep 2026

C$^{2}$-INR: Customized Convolutional Implicit Neural Representation

Implicit Neural Representation (INR) leverages neural networks to represent discrete signals such as images as continuous ones, where the network weights serve as a compact form of the signal itself. Most existing INR methods adopt Multi-Layer Perceptrons (MLPs) as their backbone. Since these models render each pixel i...

Jing-Lei Shi, Xin-Ran Chang, Jiao Cui et al. · 0 citations

2026

Fast Adaptive Low-Light Image Enhancement via Mixture of Experts

Existing methods typically require training a separate model for each dataset, making them difficult to generalize across diverse illumination conditions. To address this limitation, we propose a novel low-light image enhancement method based on a Mixture of Experts (MoE) mechanism with fast adaptation. In our framewor...

Yi Wang, Haonan Su, Zhao-Lin Xiao · IEEE Signal Processing Lette... · 0 citations