Towards Immersive 3-D Telepresence: Compact Light-field Representation and Beyond

Project: Research

Research Output

  1. 2024
  2. Published

    Probabilistic-Based Feature Embedding of 4-D Light Fields for Compressive Imaging and Denoising

    Lyu, X. & Hou, J., Jun 2024, In: International Journal of Computer Vision. 132, 6, p. 2255–2275 21 p.

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

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  3. 2023
  4. Published

    Light Field Reconstruction Via Deep Adaptive Fusion of Hybrid Lenses

    Jin, J., Guo, M., Hou, J., Liu, H. & Xiong, H., Oct 2023, In: IEEE Transactions on Pattern Analysis and Machine Intelligence. 45, 10, p. 12050-12067 18 p.

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 2
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  5. Published

    Content-aware Warping for View Synthesis

    Guo, M., Hou, J., Jin, J., Liu, H., Zeng, H. & Lu, J., Aug 2023, In: IEEE Transactions on Pattern Analysis and Machine Intelligence. 45, 8, p. 9486-9503

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 4
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  6. Published

    Learning A Locally Unified 3D Point Cloud for View Synthesis

    You, M., Guo, M., Lyu, X., Liu, H. & Hou, J., 2023, In: IEEE Transactions on Image Processing. 32, p. 5610-5622

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

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  7. 2022
  8. Published

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

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

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 32
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  9. 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 ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 15
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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 ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 44
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  11. 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 ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 14
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  12. Published

    A Spatial and Geometry Feature-Based Quality Assessment Model for the Light Field Images

    Huang, H., Zeng, H., Hou, J., Chen, J., Zhu, J. & Ma, K., 2022, In: IEEE Transactions on Image Processing. 31, p. 3765-3779

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 14
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  13. 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 ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 20
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  14. 2021
  15. 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 ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 15
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  16. 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 ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 6
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  17. 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 ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 15
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  18. Published

    A Light Field Image Quality Assessment Model Based on Symmetry and Depth Features

    Tian, Y., Zeng, H., Hou, J., Chen, J., Zhu, J. & Ma, K., May 2021, In: IEEE Transactions on Circuits and Systems for Video Technology. 31, 5, p. 2046-2050 8979387.

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 35
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  19. Published

    Convolutional Neural Networks With Dynamic Regularization

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

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 18
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  20. 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 ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 55
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  21. Published

    ASIF-Net: Attention Steered Interweave Fusion Network for RGB-D Salient Object Detection

    Li, C., Cong, R., Kwong, S., Hou, J., Fu, H., Zhu, G., Zhang, D., & 1 othersHuang, Q., Jan 2021, In: IEEE Transactions on Cybernetics. 51, 1, p. 88-100

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 189
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  22. Published

    Hyperspectral Image Super-Resolution via Deep Progressive Zero-Centric Residual Learning

    Zhu, Z., Hou, J., Chen, J., Zeng, H. & Zhou, J., 2021, In: IEEE Transactions on Image Processing. 30, p. 1423-1438 16 p., 9298460.

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 57
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  23. Published

    Rate Control Method Based on Deep Reinforcement Learning for Dynamic Video Sequences in HEVC

    Zhou, M., Wei, X., Kwong, S., Jia, W. & Fang, B., 2021, In: IEEE Transactions on Multimedia. 23, p. 1106-1121

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 32
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  24. Published

    Underwater Image Enhancement via Medium Transmission-Guided Multi-Color Space Embedding

    Li, C., Anwar, S., Hou, J., Cong, R., Guo, C. & Ren, W., 2021, In: IEEE Transactions on Image Processing. 30, p. 4985-5000

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 359
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