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Haoyu Deng

2 accepted papers

2024

Content-Adaptive Non-Local Convolution for Remote Sensing Pansharpening

CVPR 2024poster

Currently machine learning-based methods for remote sensing pansharpening have progressed rapidly. However existing pansharpening methods often do not fully exploit differentiating regional information in non-local spaces thereby limiting the effectiveness of the methods and resulting in redundant l…

2024

Exploring the Low-Pass Filtering Behavior in Image Super-Resolution

ICML 2024poster

Deep neural networks for image super-resolution (ISR) have shown significant advantages over traditional approaches like the interpolation. However, they are often criticized as 'black boxes' compared to traditional approaches with solid mathematical foundations. In this paper, we attempt to interpr…