Learning Based Hyperspectral Image Reconstruction and Discriminative Representation

Project: Research

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Research Output

  1. 2024
  2. Published

    Deep Diversity-Enhanced Feature Representation of Hyperspectral Images

    Hou, J., Zhu, Z., Hou, J., Liu, H., Zeng, H. & Meng, D., Dec 2024, In: IEEE Transactions on Pattern Analysis and Machine Intelligence. 46, 12, p. 8123-8138

    Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

    Scopus citations: 1
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  3. 2023
  4. Published

    Deep Attention-guided Graph Clustering with Dual Self-supervision

    Peng, Z., Liu, H., Jia, Y. & Hou, J., Jul 2023, In: IEEE Transactions on Circuits and Systems for Video Technology. 33, 7, p. 3296-3307 13 p.

    Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

    Scopus citations: 14
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  5. 2022
  6. Published

    Deep Spatial-angular Regularization for Light Field Imaging, Denoising, and Super-resolution

    Guo, M., Hou, J., Jin, J., Chen, J. & Chau, L.-P., Oct 2022, In: IEEE Transactions on Pattern Analysis and Machine Intelligence. 44, 10, p. 6094-6110 18 p.

    Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

    Scopus citations: 43
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  7. Published

    Semisupervised Affinity Matrix Learning via Dual-Channel Information Recovery

    Jia, Y., Liu, H., Hou, J., Kwong, S. & Zhang, Q., Aug 2022, In: IEEE Transactions on Cybernetics. 52, 8, p. 7919-7930

    Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

    Scopus citations: 17
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  8. Published

    Self-supervised Symmetric Nonnegative Matrix Factorization

    Jia, Y., Liu, H., Hou, J., Kwong, S. & Zhang, Q., Jul 2022, In: IEEE Transactions on Circuits and Systems for Video Technology. 32, 7, p. 4526-4537 12 p.

    Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

    Scopus citations: 8
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  9. Published

    Learning hyperspectral images from RGB images via a coarse-to-fine CNN

    MEI, S., GENG, Y., HOU, J. & DU, Q., May 2022, In: Science China Information Sciences. 65, 5, 152102.

    Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

    Scopus citations: 73
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  10. Published

    Deep Coarse-to-fine Dense Light Field Reconstruction with Flexible Sampling and Geometry-aware Fusion

    Jin, J., Hou, J., Chen, J., Zeng, H., Kwong, S. & Yu, J., Apr 2022, In: IEEE Transactions on Pattern Analysis and Machine Intelligence. 44, 4, p. 1819-1836

    Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

    Scopus citations: 67
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  11. Published

    Global-Local Balanced Low-Rank Approximation of Hyperspectral Images for Classification

    Liu, H., Jia, Y., Hou, J. & Zhang, Q., Apr 2022, In: IEEE Transactions on Circuits and Systems for Video Technology. 32, 4, p. 2013-2024 12 p.

    Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

    Scopus citations: 28
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  12. Published

    Learning Low-rank Graph with Enhanced Supervision

    Liu, H., Jia, Y., Hou, J. & Zhang, Q., Apr 2022, In: IEEE Transactions on Circuits and Systems for Video Technology. 32, 4, p. 2501-2506 7 p.

    Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

    Scopus citations: 4
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  13. Published

    Maximum Entropy Subspace Clustering Network

    Peng, Z., Jia, Y., Liu, H., Hou, J. & Zhang, Q., Apr 2022, In: IEEE Transactions on Circuits and Systems for Video Technology. 32, 4, p. 2199-2210

    Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

    Scopus citations: 26
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  14. Published

    Adaptive Attribute and Structure Subspace Clustering Network

    Peng, Z., Liu, H., Jia, Y. & Hou, J., 2022, In: IEEE Transactions on Image Processing. 31, p. 3430-3439 10 p.

    Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

    Scopus citations: 33
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  15. Published

    Deep Posterior Distribution-based Embedding for Hyperspectral Image Super-resolution

    Hou, J., Zhu, Z., Hou, J., Zeng, H., Wu, J. & Zhou, J., 2022, In: IEEE Transactions on Image Processing. 31, p. 5720-5732

    Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

    Scopus citations: 18
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  16. Published

    Occlusion-aware Unsupervised Learning of Depth from 4-D Light Fields

    Jin, J. & Hou, J., 2022, In: IEEE Transactions on Image Processing. 31, p. 2216-2228

    Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

    Scopus citations: 36
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  17. 2021
  18. Published

    Multi-View Spectral Clustering Tailored Tensor Low-Rank Representation

    Jia, Y., Liu, H., Hou, J., Kwong, S. & Zhang, Q., Dec 2021, In: IEEE Transactions on Circuits and Systems for Video Technology. 31, 12, p. 4784-4797 14 p.

    Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

    Scopus citations: 85
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  19. Published

    Constrained Clustering With Dissimilarity Propagation-Guided Graph-Laplacian PCA

    Jia, Y., Hou, J. & Kwong, S., Sept 2021, In: IEEE Transactions on Neural Networks and Learning Systems. 32, 9, p. 3985-3997 13 p., 9178787.

    Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

    Scopus citations: 19
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  20. Published

    Active contour driven by adaptively weighted signed pressure force combined with Legendre polynomial for image segmentation

    Fu, X., Fang, B., Zhou, M. & Kwong, S., Jul 2021, In: Information Sciences. 564, p. 327-342

    Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

    Scopus citations: 6
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  21. Published

    Joint Optimization for Pairwise Constraint Propagation

    Jia, Y., Wu, W., Wang, R., Hou, J. & Kwong, S., Jul 2021, In: IEEE Transactions on Neural Networks and Learning Systems. 32, 7, p. 3168-3180 13 p.

    Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

    Scopus citations: 22
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  22. Published

    Convolutional Neural Networks With Dynamic Regularization

    Wang, Y., Bian, Z.-P., Hou, J. & Chau, L.-P., May 2021, In: IEEE Transactions on Neural Networks and Learning Systems. 32, 5, p. 2299-2304 9110754.

    Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

    Scopus citations: 25
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  23. Published

    Semisupervised Adaptive Symmetric Non-Negative Matrix Factorization

    Jia, Y., Liu, H., Hou, J. & Kwong, S., May 2021, In: IEEE Transactions on Cybernetics. 51, 5, p. 2550-2562 9013063.

    Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

    Scopus citations: 66
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  24. Published

    A Self-Training Approach for Point-Supervised Object Detection and Counting in Crowds

    Wang, Y., Hou, J., Hou, X. & Chau, L.-P., 2021, In: IEEE Transactions on Image Processing. 30, p. 2876-2887 9347744.

    Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

    Scopus citations: 92
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