IRCAD / awesome-hyperspectral-deep-learning
A curated list of papers and ressources linked to Deep Learning analysis of Hyperspectral Images
☆30Updated 2 years ago
Related projects: ⓘ
- Hyperspectral Remote Sensing Scenes☆54Updated 3 years ago
- ☆49Updated 3 years ago
- ☆62Updated 3 years ago
- Hyperspectral Image Classification in PyTorch, modified on repository "Hyperspectral-Classification".☆17Updated last year
- A PyTorch implementation of CNN+Vision Transformer for hyperspectral image classification☆63Updated 3 years ago
- Heterogeneous Few-shot Learning for Hyperspectral Image Classification☆16Updated 11 months ago
- A keras based implementation of S3EResBoF in IEEE TGRS paper "Lightweight Spectral-Spatial Squeeze-and-Excitation Residual Bag-of-Feature…☆21Updated 3 years ago
- A DEMO for "Attention-Based Second-Order Pooling Network for Hyperspectral Image Classification" (Xue et al., TGRS, 2021)☆27Updated 5 months ago
- [IEEE TGRS 2018] Spectral-Spatial Unified Networks for Hyperspectral Image Classification☆70Updated 4 years ago
- A pytorch based implementation of Hybrid-Spectral-Net as in IEEE GRSL paper "HybridSN: Exploring 3D-2D CNN Feature Hierarchy for Hyperspe…☆35Updated 3 years ago
- Hyperspectral CNN compression and band selection☆32Updated 4 years ago
- Remote sensed hyperspectral image classification with Spectral-Spatial information provided by the Extended Morphological Profiles☆45Updated last year
- S. Liu, Q. Shi and L. Zhang, "Few-Shot Hyperspectral Image Classification With Unknown Classes Using Multitask Deep Learning," in IEEE Tr…☆51Updated 3 years ago
- Alternately Updated Convolutional Spectral-Spatial Network for Hyperspectral Image Classification(Remote Sensing 2019)☆40Updated 5 years ago
- 刘启超, 肖亮, 刘芳, 徐金环. SSCDenseNet:一种空-谱卷积稠密网络的高光谱图像分类算法[J]. 电子学报, 2020, 48(4): 751-762. LIU Qi-chao, XIAO Liang, LIU Fang, XU Jin-huan. SSCDe…☆12Updated 4 years ago
- Spectral-Spatial Attention Network for Hyperspectral Image Classification☆51Updated 3 years ago
- A Comparison of Supervised and Unsupervised Dimension Reduction Methods for Hyperspectral Image Classification.☆17Updated 5 years ago
- A DEMO for "S3Net: Spectral-Spatial Siamese Network for Few-Shot Hyperspectral Image Classification" (Xue et al., TGRS, 2022)☆36Updated 5 months ago
- Source code of "Deep Pyramidal Residual Networks for Spectral–Spatial Hyperspectral Image Classification"☆56Updated 4 years ago
- Danfeng Hong, Lianru Gao, Jing Yao, Naoto Yokoya, Jocelyn Chanussot, Uta Heiden, Bing Zhang. Endmember-Guided Unmixing Network (EGU-Net):…☆55Updated 2 years ago
- [TGRS 2020] The official repo for the paper "Adaptive Spectral-Spatial Multiscale Contextual Feature Extraction for Hyperspectral Image C…☆43Updated last year
- ☆27Updated 2 years ago
- Hyperspectral Band Selection using Self-Representation Learning with Sparse 1D-Operational Autoencoder (SRL-SOA)☆17Updated last year
- Residual Spectral–Spatial Attention Network for Hyperspectral Image Classification☆40Updated 3 years ago
- Unsupervised Spatial-Spectral Feature Learning by 3-Dimensional Convolutional Autoencoder for Hyperspectral Classification☆83Updated 3 years ago
- Developing Low-Cost Multispectral Imagers using Inter-Band Redundancy Analysis and Greedy Spectral Selection in Hyperspectral Imaging.☆50Updated 5 months ago
- Pytorch toolbox for large-scale hyperspectral image classification using WHU-OHS dataset☆28Updated 6 months ago
- An autoencoder that performs nonlinear pixel unmixing on hyperspectral images (based on the Fan, Bilinear, PPNM models, and also higher o…☆26Updated 3 years ago
- UnDIP: Hyperspectral Unmixing Using Deep Image Prior☆35Updated last year
- [IEEE TBD 2020] Spectral-Spatial Fully Convolutional Networks for Hyperspectral Image Classification☆43Updated 4 years ago