spl-icsforth / SparseCoupledDictionaryLearning
This repository is designed for solving the problem of spectral super-resolution, adhering to a sparse-based machine learning technique. Our goal is to recover a high-spectral resolution multi- or hyperspectral image from only few spectral observations.
☆18Updated 7 years ago
Alternatives and similar repositories for SparseCoupledDictionaryLearning:
Users that are interested in SparseCoupledDictionaryLearning are comparing it to the libraries listed below
- The code is the implention of paper "Nonlocal Sparse Tensor Factorization for Semiblind Hyperspectral and Multispectral Image Fusion"☆29Updated 4 years ago
- Q. Yuan, Q. Zhang, J. Li, H. Shen, and L. Zhang, "Hyperspectral Image Denoising Employing a Spatial-Spectral Deep Residual Convolutional …☆64Updated 4 years ago
- code for TIP 2019 paper: Hyperspectral Image Super-Resolution via Subspace-Based Low Tensor Multi-Rank Regularization☆20Updated 4 years ago
- Hyperspectral Super-Resolution by Coupled Spectral Unmixing☆29Updated 3 years ago
- Blind Image Fusion for Hyperspectral Imaging with the Directional Total Variation☆20Updated 6 years ago
- Matlab Code for: "Non-local Meets Global: An Integrated Paradigm for Hyperspectral Denoising. Arvix. Dec 2018"☆36Updated 5 years ago
- HySure is an algorithm to fuse hyperspectral remote sensing images with either multispectral or panchromatic ones.☆27Updated 9 years ago
- Implemention of paper “Fusing Hyperspectral and Multispectral Images via Coupled Sparse Tensor Factorization (TIP 2018)"☆28Updated 4 years ago
- Hyperspectral Image Denoising via Subspace-Based Nonlocal Low-Rank and Sparse Factorization☆19Updated 6 years ago
- Single Hyperspectral Image Super-Resolution with Grouped Deep Recursive Residual Network☆22Updated 6 years ago
- Matlab implementation of IEEE JSTARS article "A Multiscale and Multidepth Convolutional Neural Network for Remote Sensing Imagery Pan-Sha…☆27Updated 6 years ago
- Blind Model-Based Fusion of Multi-band and Panchromatic Images☆12Updated 8 years ago
- Implemention of paper "deep hyperspectral image sharpening (TNNLS 2018)"☆37Updated 4 years ago
- Q. Zhang, Q. Yuan, J. Li, X. Liu, H. Shen, and L. Zhang, "Hybrid Noise Removal in Hyperspectral Imagery With a Spatial-Spectral Gradient…☆19Updated 4 years ago
- Hyperspectral Image Spatial Super-Resolution via 3D-Full-Convolutional-Neural-Network☆57Updated 7 years ago
- zhaoxile / Hyperspectral-Image-Restoration-via-Total-Variation-Regularized-Low-rank-Tensor-Decompositioncode of Hyperspectral Image Restoration via Total Variation Regularized Low-rank Tensor Decomposition☆31Updated 5 years ago
- Official implementation of T3SC (Neurips 2021)☆30Updated 2 years ago
- Code for the paper "Deep Plug-and-Play Prior for Low-Rank Tensor Completion"☆11Updated last year
- This is the matlab implementation of "Denoising Hyperspectral Image with Non-i.i.d Noise Structure"☆22Updated 8 years ago
- Zhao Y Q, Yang J. Hyperspectral image denoising via sparse representation and low-rank constraint[J]. IEEE Transactions on Geoscience and…☆33Updated 5 years ago
- Implemention of paper "“Learning a Low Tensor-train Rank for Hyperspectral Image Super-resolution" (TNNLS 2019)☆39Updated 4 years ago
- Implemention of paper “Hyperspectral Image Super-Resolution via Local Low-Rank and Sparse Representations"(IGARSS 2018)☆17Updated 4 years ago
- Nonlocal Spatial-Spectral Neural Network for Hyperspectral Image Denoising (NSSNN)☆13Updated 2 years ago
- Double Factor-Regularized Low-Rank Tensor Factorization for Mixed Noise Removal in Hyperspectral Image☆9Updated 3 years ago
- Danfeng Hong, Naoto Yokoya, Jocelyn Chanussot, Xiaoxiang Zhu. An Augmented Linear Mixing Model to Address Spectral Variability for Hypers…☆15Updated 2 years ago
- Beta Compositional Model for Hyperspectral Unmixing☆11Updated 5 years ago
- A Hyperspectral Image Mixed Noise Removal Method: FastHyMix☆15Updated 3 years ago
- This is the code for the TGRS paper "Deep Spatial-Spectral Global Reasoning Network for Hyperspectral Image Denoising".☆33Updated 2 years ago
- Winner of PIRM2018 Challenge☆11Updated 5 years ago
- codes for the paper "Super-Resolution for Hyperspectral and Multispectral Image Fusion Accounting for Seasonal Spectral Variability", IEE…☆10Updated 5 years ago