Hyperspectral Image

J. Yang, B. Du, Y. Xu, and L. Zhang (2023) Can Spectral Information Work While Extracting Spatial Distribution?—An Online Spectral Information Compensation Network for HSI Classification. IEEE Transactions on Image Processing, 2023-02-16. (more) (download)

Y. Zhang, P. Duan, J. Mao, X. Kang, L. Fang, and P. Ghamisi (2022) Contour Structural Profiles: An Edge-Aware Feature Extractor for Hyperspectral Image Classification. IEEE Transactions on Geoscience and Remote Sensing, 2022-12-14. (more) (download)

S. Chang, M. Kopp, and P. Ghamisi (2022) Sketched Multi-view Subspace Learning for Hyperspectral Anomalous Change Detection. IEEE Transactions on Geoscience and Remote Sensing, 60, 2022-11-09. (more) (download)

L. Huang, Y. Chen, X. He, and P. Ghamisi (2022) Supervised Contrastive Learning-Based Classification for Hyperspectral Image. Remote Sensing, 14, 21, 5530, 2022-11-02. (more) (download)

P. Duan, X. Kang, and P. Ghamisi (2022) Hyperspectral Remote Sensing Benchmark Database for Oil Spill Detection with an Isolation Forest-Guided Unsupervised Detector. arXiv:2209.14971, 2022-09-28. (more) (download)

S. Chouhan, B. Rasti, P. Ghamisi, S. Lorenz, M. Fuchs, and R. Gloaguen (2022) Hyperspectral Unmixing Using Convolutional Autoencoder for Metal Detection in Lithium-Ion Battery Recycling Applications. 12th Workshop on Hyperspectral Imaging and Signal Processing: Evolution in Remote Sensing (WHISPERS), 2022-09-13. (more) (download)

Y. Xu, B. Du, and L. Zhang (2022) Robust Self-Ensembling Network for Hyperspectral Image Classification. IEEE Transactions on Neural Networks and Learning Systems, 2022-08-19. (more) (download)

K. R. Shahi, P. Ghamisi, B. Rasti, R. Gloaguen, and P. Scheunders (2022) MS2A-Net: Multiscale Spectral–Spatial Association Network for Hyperspectral Image Clustering. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 15, 6518-6530, 2022-08-11. (more) (download)

M. Seydgar, S. Rahnamayan, P. Ghamisi, and A. A. Bidgoli (2022) Semisupervised Hyperspectral Image Classification Using a Probabilistic Pseudo-Label Generation Framework. IEEE Transactions on Geoscience and Remote Sensing, 60, 2022-08-04. (more) (download)

Z. He, K. Xia, P. Ghamisi, Y. Hu, S. Fan, and B. Zu (2022) HyperViTGAN: Semisupervised Generative Adversarial Network With Transformer for Hyperspectral Image Classification. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 15, 6053-6068, 2022-07-18. (more) (download)

B. Rasti, P. Ghamisi, and R. Gloaguen (2022) Unsupervised Deep Hyperspectral Inpainting Using a New Mixing Model. IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 1221-1224, 2022-07-17. (more) (download)

K. R. Shahi, P. Ghamisi, B. Rasti, P. Scheunders, and R. Gloaguen (2022) Hyperspectral Clustering Using Atrous Spatial-Spectral Convolutional Network. IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 199-202, 2022-07-17. (more) (download)

L. Zhang, Y. Qian, J. Han, P. Duan, and P. Ghamisi (2022) Mixed Noise Removal for Hyperspectral Image with l0-l1-2SSTV Regularization. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 1-18, 2022-06-23. (more) (download)

Y. Cai, Z. Zhang, P. Ghamisi, Y. Ding, X. Liu, Z. Cai, and R. Gloaguen (2022) Superpixel Contracted Neighborhood Contrastive Subspace Clustering Network for Hyperspectral Images. IEEE Transactions on Geoscience and Remote Sensing, 2022-06-01. (more) (download)

J. Yuan, S. Wang, C. Wu, and Y. Xu (2022) Fine-Grained Classification of Urban Functional Zones and Landscape Pattern Analysis Using Hyperspectral Satellite Imagery: A Case Study of Wuhan. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 15, 3972 - 3991, 2022-05-12. (more) (download)

S. Das, S. Pratiher, C. Kyal, and P. Ghamisi (2022) Sparsity Regularized Deep Subspace Clustering for Multi-criterion-based Hyperspectral Band Selection. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2022-05-03. (more) (download)

D. Coquelin, B. Rasti, M. Götz, P. Ghamisi, R. Gloaguen, and A. Streit (2022) HyDe: The First Open-Source, Python-Based, GPU-Accelerated Hyperspectral Denoising Package. arXiv:2204.06979, 2022-04-14. (more) (download)

S. Chang & P. Ghamisi (2022) Nonnegative-Constrained Joint Collaborative Representation with Union Dictionary for Hyperspectral Anomaly Detection. arXiv:2203.10030, 2022-03-18. (more) (download)

Z. Zhang, Y. Cai, W. Gong, P. Ghamisi, X. Liu, and R. Gloaguen (2021) Hypergraph Convolutional Subspace Clustering with Multihop Aggregation for Hyperspectral Image. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 15, 676-686, 2021-12-21. (more) (download)

K. Rafiezadehshahi, P. Ghamisi, B. Rasti, P. Scheunders, and R. Gloaguen (2021) Unsupervised Data Fusion with Deeper Perspective: A Novel Multi-Sensor Deep Clustering Algorithm. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2021-12-06. (more) (download)

B. Rasti, P. Ghamisi, and R. Gloaguen (2021) OptFus: Optical Sensor Fusion For The Classification of Multi-source Data: Application to Mineralogical Mapping. IEEE Geoscience and Remote Sensing Letters, 2021-12-03. (more) (download)

Y. Cai, Z. Zhang, Y. Liu, P. Ghamisi, K. Li, X. Liu, and Z. Cai (2021) Large-Scale Hyperspectral Image Clustering Using Contrastive Learning. arXiv:2111.07945, 2021-11-15. (more) (download)

J. Yue, D. Zhu, L. Fang, P. Ghamisi, and Y. Wang (2021) Adaptive Spatial Pyramid Constraint for Hyperspectral Image Classification with Limited Training Samples. IEEE Transactions on Geoscience and Remote Sensing, 2021-07-20. (more) (download)

B. Rasti, B. Koirala, P. Scheunders, P. Ghamisi, and R. Gloaguen (2021) Boosting Hyperspectral Image Unmixing Using Denoising: Four Scenarios. 2021 IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 3821-3824, 2021-07-11. (more) (download)