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Xinwei Gao

3 accepted papers

2024

Restoring Images in Adverse Weather Conditions via Histogram Transformer

ECCV 2024poster

"Transformer-based image restoration methods in adverse wea-ther have achieved significant progress. Most of them use self-attention along the channel dimension or within spatially fixed-range blocks to reduce computational load. However, such a compromise results in limitations in capturing long-ra…

2023

Selective Frequency Network for Image Restoration

ICLR 2023poster

Image restoration aims to reconstruct the latent sharp image from its corrupted counterpart. Besides dealing with this long-standing task in the spatial domain, a few approaches seek solutions in the frequency domain in consideration of the large discrepancy between spectra of sharp/degraded image p…

Cited by 169SourcePDFScholar
2018

An Efficient Deep Convolutional Laplacian Pyramid Architecture for Cs Reconstruction At Low Sampling Ratios

ICASSP 2018accepted

The compressed sensing (CS) has been successfully applied to image compression in the past few years as most image signals are sparse in a certain domain. Several CS reconstruction models have been proposed and obtained superior performance. However, these methods suffer from blocking artifacts or r…

Cited by 0SourceScholar