Search Results for author: Siming Zheng

Found 6 papers, 2 papers with code

Unfolding Framework with Prior of Convolution-Transformer Mixture and Uncertainty Estimation for Video Snapshot Compressive Imaging

no code implementations ICCV 2023 Siming Zheng, Xin Yuan

We consider the problem of video snapshot compressive imaging (SCI), where sequential high-speed frames are modulated by different masks and captured by a single measurement.

Deep Sufficient Representation Learning via Mutual Information

no code implementations21 Jul 2022 Siming Zheng, Yuanyuan Lin, Jian Huang

We propose a mutual information-based sufficient representation learning (MSRL) approach, which uses the variational formulation of the mutual information and leverages the approximation power of deep neural networks.

Dimensionality Reduction Representation Learning

Deep Equilibrium Models for Video Snapshot Compressive Imaging

1 code implementation18 Jan 2022 Yaping Zhao, Siming Zheng, Xin Yuan

The ability of snapshot compressive imaging (SCI) systems to efficiently capture high-dimensional (HD) data has led to an inverse problem, which consists of recovering the HD signal from the compressed and noisy measurement.

Two-Stage is Enough: A Concise Deep Unfolding Reconstruction Network for Flexible Video Compressive Sensing

1 code implementation15 Jan 2022 Siming Zheng, Xiaoyu Yang, Xin Yuan

We consider the reconstruction problem of video compressive sensing (VCS) under the deep unfolding/rolling structure.

Compressive Sensing Demosaicking +1

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