CODES:


Codes for download:

  1. code
    Physics-informed Hyperspectral Remote SensingImage Synthesis with Deep Conditional GenerativeAdversarial Networks. [Updating].


  2. code
    Transformer-based Multi-Stage Enhancement for Remote Sensing Image Super-Resolution. IEEE Transactions on Geoscience and Remote Sensing. [pdf]


  3. code
    Structure-Color Preserving Network for Hyperspectral Image Super Resolution. IEEE Transactions on Geoscience and Remote Sensing. [pdf]


  4. code
    An Open Set Domain Adaptation Algorithm via Exploring Transferability and Discriminability for Remote Sensing Image Scene Classification. IEEE Transactions on Geoscience and Remote Sensing.


  5. code
    Geographical Knowledge-Driven Representation Learning for Remote Sensing Images. IEEE Transactions on Geoscience and Remote Sensing. [pdf]


  6. code
    Remote Sensing Image Change Detection with Transformers. IEEE Transactions on Geoscience and Remote Sensing. [pdf]


  7. code
    Hybrid-Scale Self-Similarity Exploitation for Remote Sensing Image Super-Resolution. IEEE Transactions on Geoscience and Remote Sensing.


  8. code
    CANet: Centerness-Aware Network for Object Detection in Remote Sensing Images. IEEE Transactions on Geoscience and Remote Sensing.


  9. code
    Adversarial Instance Augmentation for Building Change Detection in Remote Sensing Images. IEEE Transactions on Geoscience and Remote Sensing. [pdf]


  10. code
    An End-to-End Network for Remote Sensing Imagery Semantic Segmentation via Joint Pixel and Representation Level Domain Adaptation. IEEE Geoscience and Remote Sensing Letters.[pdf]


  11. code
    Building Extraction from Remote Sensing Images with Sparse Token Transformers. Remote Sensing.


  12. code
    Adversarial Training for Solving Inverse Problems. IEEE Transactions on Image Processing


  13. code
    Stylized Neural Painting. IEEE Conference on Computer Vision and Pattern Recognition. [pdf]


  14. code
    A Geographic Information-driven Method and A New Large Scale Dataset for Remote Sensing Cloud/Snow Detection. ISPRS Journal of Photogrammetry and Remote Sensing.A class="STYLE41" href="publications/GIN_final.pdf" target="_blank">[pdf]


  15. code
    DCL-Net: Augmenting the Capability of Classification and Localization for Remote Sensing Object Detection. IEEE Transactions on Geoscience and Remote Sensing.[pdf]


  16. code
    Hyperspectral Remote Sensing Imagery Generation From RGB Images Based on Joint DiscriminationIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing. [pdf]


  17. code
    Semantic Segmentation of Remote Sensing Images With Self-Supervised Multitask Representation Learning. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.[pdf]


  18. code dataset
    A Spatial-Temporal Attention-Based Method and a New Dataset for Remote Sensing Image Change Detection. Remote Sens.


  19. code
    Semi-Supervised Center Loss for Remote Sensing Image Scene Classification. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.[pdf]


  20. code
    Multiscale Deep Spatial Feature Extraction Using Virtual RGB Image for Hyperspectral Imagery Classification. Remote Sensing. [pdf]


  21. code
    Generative Adversarial Training for Weakly Supervised Cloud Matting. IEEE International Conference on Computer Vision(ICCV). [pdf]


  22. code
    Ensemble-based Cascaded Constrained Energy Minimization for Hyperspectral Target Detection. Remote Sensing. [pdf]


  23. code
    CoinNet: Copy Initialization Network for Multispectral Imagery Semantic Segmentation. IEEE Geoscience and Remote Sensing Letters.[pdf]


  24. code
    Collaborative Sparse Hyperspectral Unmixing Using L0 norm. IEEE Transactions on Geoscience and Remote Sensing.[pdf]


  25. code
    A Supervised Abundance Estimation Method for Hyperspectral Unmixing. Remote Sensing Letters, 2018, 9(4): 383-392.[pdf]


  26. code
    Hyperspectral Remote Sensing Imagery Reconstruction From RGB Images Based on Joint Discrimination.


  27. code
    Semi-Supervised Center Loss for Remote Sensing Image Scene Classification. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2020.[pdf]


  28. code
    Multiscale Deep Spatial Feature Extraction Using Virtual RGB Image for Hyperspectral Imagery Classification. Remote Sensing. 12. 280.[pdf]


  29. code
    Collaborative Sparse Hyperspectral Unmixing Using L0 norm. IEEE Transactions on Geoscience and Remote Sensing, vol. 56, no. 9, pp. 5495-5508, Sept. 2018.[pdf]


  30. code
    Ensemble-based Cascaded Constrained Energy Minimization for Hyperspectral Target Detection. Remote Sensing, 2019, 11(11), 1310-1—1310-20.[pdf]


  31. code
    Scene learning for cloud detection on remote sensing images. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing,Volume 8, Issue 8, August 2015, pp. 4206-4222.[pdf]


  32. SAE_unmixing_release    Matlab code.
    A Supervised Abundance Estimation Method for Hyperspectral Unmixing. Remote Sensing Letters, 2018, 9(4): 383-392 [pdf]


  33. smosu    Matlab code.
    ℓ0-based sparse hyperspectral unmixing using spectral information and a multi-objectives formulation. ISPRS Journal of Photogrammetry and Remote Sensing, 2018, 141: 46-58. [pdf]


  34. LEVIR    A new remote sensing target detection dataset which is one order of magnitude larger than any other datasets of this field. Random Access Memories: A New Paradigm for Target Detection in High Resolution Aerial Remote Sensing Images. IEEE Transactions on Image Processing,2018, 27(3): 1100-1111. [pdf]


  35. HiFi-We_release   Matlab Codes of Hifi-We demo

    Bin Pan,Zhenwei Shi and Xia Xu. Hierarchical Guidance Filtering Based Ensemble Classification for Hyperspectral Image. IEEE Transactions on Geoscience and Remote Sensing,2017, 55(7): 4177 – 4189. [pdf]



  36. Traffic Light Detection Code   Codes of Traffic Light Detection release version.

    Video Sequence   Testing data of Traffic Light Detection(Video Sequence).

    Zhenwei Shi, Zhengxia Zou and Changshui Zhang. Real Time Traffic Light Detection with Adaptive Background Suppression Filter. IEEE Transactions on Intelligent Transportation Systems,Volume 17, Issue 3, March 2016, pp. 690-700.[pdf]



  37. RSImageCaption   Matlab Codes of RSImageCaption demo

    Zhenwei Shi and Zhengxia Zou. Can a Machine Generate Human-like Language Descriptions for a Remote Sensing Image? IEEE Transactions on Geoscience and Remote Sensing, Volume 55, Issue 6, June 2017, pp. 3623-3634. [pdf]



  38. RVCANet   Matlab Codes of RVCANet demo

    The error in the previous demo is corrected, and more flexible setting of training samples number is available.

    Bin Pan, Zhenwei Shi and Xia Xu. R-VCANet: A New Deep Learning-Based Hyperspectral Image Classification Method. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing,Volume 10, Issue 5, May 2017, pp. 1975-1986. [pdf]



  39. hCEM   Matlab Codes of hCEM demo

    Zhengxia Zou and Zhenwei Shi. Hierarchical Suppression Method for Hyperspectral Target Detection. IEEE Transactions on Geoscience and Remote Sensing, Volume 54, Issue 1, Jan. 2016, pp.330-342. [pdf]



  40. SunSPI   Matlab Codes of SunSPI demo

    Wei Tang, Zhenwei Shi, Ying Wu and Changshui Zhang. Sparse Unmixing of Hyperspectral Data Using Spectral a Priori Information. IEEE Transactions on Geoscience and Remote Sensing, Volume 53, Issue 2, February 2015, pp. 770-783. [pdf]



  41. Retinex   Matlab Codes of Retinex demo

    Haoning Lin and Zhenwei Shi. Multi-scale retinex improvement for nighttime image enhancement. Optik - International Journal for Light and Electron Optics, Volume 125, Issue 14, December 2014, pp.7143-7148. [pdf]

  42. RSFoBa   Matlab Codes of RSFoBa demo

    Wei Tang, Zhenwei Shi, and Ying Wu, Regularized simultaneous forward-backward greedy algorithm for sparse unmixing of hyperspectral data. IEEE Transactions on Geoscience and Remote Sensing, Volume 52, Issue 9, September 2014, pp. 5271- 5288.[pdf]



  43. SMP   Matlab Codes of SMP demo

    Zhenwei Shi, Wei Tang, Zhana Duren, and Zhiguo Jiang.Subspace Matching Pursuit for Sparse Unmixing of Hyperspectral Data.IEEE Transactions on Geoscience and Remote Sensing, Volume 52, Issue 6, June 2014, pp.3256-3274.[pdf]



  44. NMF-UPK   Matlab Codes of NMF-UPK demo

    Wei Tang, Zhenwei Shi, and Zhenyu An.Non-negative Matrix Factorization for Hyperspectral Unmixing Using Prior Knowledge of Spectral Signatures.Optical Engineering, Volume 51, Issue 8, 087001, August, 2012..[pdf]



  45. Hsifus   Matlab Codes of Hsifus demo

    Zhenwei Shi, Zhenyu An, and Zhiguo Jiang.Hyperspectral image fusion by the similarity measure based variational method. Optical Engineering, Volume 50, Issue 7, 077006, July 2011, DOI: 10.1117/1.3600767. [pdf]



 

 

 

 

 

 
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