A Benchmark for Sparse Coding: When Group Sparsity Meets Rank Minimization
Not on the map. Why?
Abstract (arXiv)
Sparse coding has achieved a great success in various image processing tasks. However, a benchmark to measure the sparsity of image patch/group is missing since sparse coding is essentially an NP-hard problem. This work attempts to fill the gap from the perspective of rank minimization. More details please see the manuscript....
Key facts. Cited by 10 papers in the map (data through 7 Oct 2026). First posted on arXiv 12 Sep 2017.
Builds on
No reference list yet.
Built on by
Citing papers per year: 2021: 2; 2022: 0; 2023: 2; 2024: 3; 2025: 2; 2026: 1.
10 papers.
- 2021Plug-and-Play Algorithms for Video Snapshot Compressive Imagingcited by 42
- 2024Dual-Scale Transformer for Large-Scale Single-Pixel Imagingcited by 6
- 2023Image super-resolution via dynamic networkcited by 2
- 2024Label Learning Method Based on Tensor Projectioncited by 2
- 2023Multi-View Clustering via Semi-non-negative Tensor Factorizationcited by 1
- 2021Snapshot Compressive Imaging: Principle, Implementation, Theory, Algorithms and Applicationscited by 0
- 2024One-Step Multi-View Clustering Based on Transition Probabilitycited by 0
- 2025Triply Laplacian Scale Mixture Modeling for Seismic Data Noise Suppressioncited by 0
- 2025Physics-guided Deep Unfolding Network for Enhanced Kronecker Compressive sensingcited by 0
- 2026Robust Low-Rank Tensor Completion based on M-product with Weighted Correlated Total Variation and Sparse Regularizationcited by 0
- 2026Robust Low-Rank Tensor Completion based on M-product with Weighted Correlated Total Variation and Sparse Regularization15 Apr 2026
- 2025Physics-guided Deep Unfolding Network for Enhanced Kronecker Compressive sensing13 Aug 2025
- 2025Triply Laplacian Scale Mixture Modeling for Seismic Data Noise Suppression20 Feb 2025
- 2024Dual-Scale Transformer for Large-Scale Single-Pixel Imaging7 Apr 2024
- 2024One-Step Multi-View Clustering Based on Transition Probability3 Mar 2024
- 2024Label Learning Method Based on Tensor Projection26 Feb 2024
- 2023Image super-resolution via dynamic network16 Oct 2023
- 2023Multi-View Clustering via Semi-non-negative Tensor Factorization29 Mar 2023
- 2021Snapshot Compressive Imaging: Principle, Implementation, Theory, Algorithms and Applications7 Mar 2021
- 2021Plug-and-Play Algorithms for Video Snapshot Compressive Imaging13 Jan 2021