Data & Code

Data & Codes

1. Danfeng Hong, Naoto Yokoya, Xiao Xiang Zhu, "Learning a Robust Local Manifold Representation for Hyperspectral Dimensionality Reduction," IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTARS), 2017, 10(6): 2960-2975. [code]

2. Danfeng Hong, Naoto Yokoya, Jian Xu, Xiao Xiang Zhu, "Joint & Progressive Learning from High-Dimensional Data for Multi-Label Classification," European Conference on Computer Vision (ECCV), pp. 469-484, 2018. [code]

3. Danfeng Hong, Naoto Yokoya, Jocelyn Chanussot, Xiao Xiang Zhu, "An Augmented Linear Mixing Model to Address Spectral Variability for Hyperspectral Unmixing," IEEE Transactions on Image Processing (TIP), 2019, 28(4): 1923-1938. [code]

4. Danfeng Hong, Naoto Yokoya, Jocelyn Chanussot, Xiao Xiang Zhu, "CoSpace: Common Subspace Learning from Hyperspectral-Multispectral Correspondences," IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2019, 57(7): 4349-4359. [code]

5. Danfeng Hong, Xiao Xiang Zhu, "SULoRA: Subspace Unmixing with Low-Rank Attribute Embedding for Hyperspectral Data Analysis," IEEE Journal of Selected Topics in Signal Processing (JSTSP), 2018, 12(6): 1351-1363. [code]

6. Danfeng Hong, Naoto Yokoya, Nan Ge, Jocelyn Chanussot, Xiao Xiang Zhu, "Learnable Manifold Alignment (LeMA) : A Semi-supervised Cross-modality Learning Framework for Land Cover and Land Use Classification," ISPRS Journal of Photogrammetry and Remote Sensing, 2019, 147: 193-205. [code]

7. Danfeng Hong, Xin Wu, Pedram Ghamisi, Jocelyn Chanussot, Naoto Yokoya, Xiaoxiang Zhu. "Invariant Attribute Profiles: A Spatial-Frequency Joint Feature Extractor for Hyperspectral Image Classification," IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2020, 58(6): 3791-3808. [code]

8. Renlong Hang, Qingshan Liu, Danfeng Hong, Pedram Ghamisi. "Cascaded Recurrent Neural Networks for Hyperspectral Image Classification," IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2019, 57(7): 5384-5394. [code]

9. Jian Kang, Danfeng Hong*, Jialin Liu, Gerald Baier, Naoto Yokoya, Begüm Demir. "Learning Convolutional Sparse Coding on Complex Domain for Interferometric Phase Restoration," IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2021, 32(2): 826-840. [code]

10. Behnood Rasti, Danfeng Hong*, Renlong Hang, Pedram Ghamisi, Xudong Kang, Jocelyn Chanussot, Jon Atli Benediktsson. "Feature Extraction for Hyperspectral Imagery: The Evolution from Shallow to Deep, " IEEE Geoscience and Remote Sensing Magazine (GRSM), 2020, 8(4): 60-88. [code]

11. Lianru Gao, Danfeng Hong*, Jing Yao, Bing Zhang, Paolo Gamba, Jocelyn Chanussot. "Spectral Superresolution of Multispectral Imagery with Joint Sparse and Low-Rank Learning," IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2020, DOI: 10.1109/TGRS. 2020.3000684. [code]

12. Renlong Hang, Zhu Li, Pedram Ghamisi, Danfeng Hong, Guiyu Xia, Qingshan Liu. ''Classification of Hyperspectral and LiDAR Data Using Coupled CNNs,'' IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2020, 58(7): 4939-4950. [code]

13. Jing Yao, Danfeng Hong*, Jocelyn Chanussot, Deyu Meng, Xiao Xiang Zhu, Zongben Xu, "Cross-Attention in Coupled Unmixing Nets for Unsupervised Hyperspectral Super-Resolution," European Conference on Computer Vision (ECCV), Glasgow, UK, August, pp. 208-224, 2020. [code]

14. Danfneg Hong, Lianru Gao, Jing Yao, Bing Zhang, Antonio Plaza, Jocelyn Chanussot. "Graph Convolutional Networks for Hyperspectral Image Classification," IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2020, DOI: 10.1109/TGRS.2020.3015157. [code]

16. Danfeng Hong, Lianru Gao, Naoto Yokoya, Jing Yao, Jocelyn Chanussot, Qian Du, Bing Zhang. "More Diverse Means Better: Multimodal Deep Learning Meets Remote Sensing Imagery Classification," IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2020, DOI: 10.1109/TGRS.2020.3016820. [code]

17. Danfeng Hong, Lianru Gao, Renlong Hang, Bing Zhang, Jocelyn Chanussot. "Deep Encoder-Decoder Networks for Classification of Hyperspectral and LiDAR Data," IEEE Geoscience and Remote Sensing Letters (GRSL), 2020, DOI: 10.1109/LGRS.2020.3017414. [code]

18. Tatsumi Uezato, Danfeng Hong, Naoto Yokoya, Wei He, "Guided Deep Decoder: Unsupervised Image Pair Fusion," European Conference on Computer Vision (ECCV), Glasgow, UK, August, pp. 87-102, 2020. [code]

19. Danfeng Hong, Lianru Gao, Naoto Yokoya, Jing Yao, Jocelyn Chanussot, Qian Du, Bing Zhang. More Diverse Means Better: Multimodal Deep Learning Meets Remote-Sensing Imagery Classification, IEEE Transactions on Geoscience and Remote Sensing, 2021, 59(5): 4340-4354. [code]

20. Jian Kang, Ruben Fernandez-Beltran, Danfeng Hong*, Jocelyn Chanussot, Antonio Plaza. Graph Relation Network: Modeling Relations between Scenes for Multi-Label Remote Sensing Image Classification and Retrieval, IEEE Transactions on Geoscience and Remote Sensing, 2021, 59(5): 4355-4369. [code]

21. Danfeng Hong, Jingliang Hu, Jing Yao, Jocelyn Chanussot, Xiao Xiang Zhu. Multimodal Remote Sensing Benchmark Datasets for Land Cover Classification with A Shared and Specific Feature Learning Model, ISPRS Journal of Photogrammetry and Remote Sensing, 2021, 178: 68-80. [code]

22. Danfeng Hong, Lianru Gao, Jing Yao, Bing Zhang, Antonio Plaza, Jocelyn Chanussot. Graph Convolutional Networks for Hyperspectral Image Classification, IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2021, 59(7): 5966-5978. [code]

23. Danfeng Hong, Zhu Han, Jing Yao, Lianru Gao, Bing Zhang, Antonio Plaza, Jocelyn Chanussot. Spectralformer: Rethinking hyperspectral image classification with transformers, IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2021, DOI: 10.1109/TGRS.2021.3130716. [code]