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Jia-Hui Nan

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Open access Sep 2026

Enhanced Lightweight Image Super-Resolution via Residual Aggregation and Wavelet Loss

Image super-resolution (SR), which aims to reconstruct a high-resolution image from a low-resolution input, has progressed from convolutional neural networks (CNNs) to transformer-based architectures. Despite this progress, lightweight transformer SR remains challenging: local or window-based operations provide limited...

Jia-Hui Nan, Wen-Kai Wang, Feng Zhang et al. · 0 citations

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