Search Results for author: Xinwei Gao

Found 6 papers, 4 papers with code

Restoring Images in Adverse Weather Conditions via Histogram Transformer

1 code implementation14 Jul 2024 Shangquan Sun, Wenqi Ren, Xinwei Gao, Rui Wang, Xiaochun Cao

It is powered by a mechanism dubbed histogram self-attention, which sorts and segments spatial features into intensity-based bins.

Image Restoration

Deep Network for Image Compressed Sensing Coding Using Local Structural Sampling

no code implementations29 Feb 2024 Wenxue Cui, Xingtao Wang, Xiaopeng Fan, Shaohui Liu, Xinwei Gao, Debin Zhao

In this paper, we propose a new CNN based image CS coding framework using local structural sampling (dubbed CSCNet) that includes three functional modules: local structural sampling, measurement coding and Laplacian pyramid reconstruction.

compressed sensing Image Compressed Sensing +1

Deep neural network based sparse measurement matrix for image compressed sensing

1 code implementation19 Jun 2018 Wenxue Cui, Feng Jiang, Xinwei Gao, Wen Tao, Debin Zhao

In this paper, a Deep neural network based Sparse Measurement Matrix (DSMM) is learned by the proposed convolutional network to reduce the sampling computational complexity and improve the CS reconstruction performance.

compressed sensing Image Compressed Sensing

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