Prof. HOU Junhui (侯軍輝)

Research Output

  1. 2021
  2. Published

    PQA-Net: Deep No Reference Point Cloud Quality Assessment via Multi-view Projection

    Liu, Q., Yuan, H., Su, H., Liu, H., Wang, Y., Yang, H. & Hou, J., Dec 2021, In: IEEE Transactions on Circuits and Systems for Video Technology. 31, 12, p. 4645-4660 17 p.

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

    Scopus citations: 125
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  3. Published

    Subjective Quality Database and Objective Study of Compressed Point Clouds with 6DoF Head-mounted Display

    Wu, X., Zhang, Y., Fan, C., Hou, J. & Kwong, S., Dec 2021, In: IEEE Transactions on Circuits and Systems for Video Technology. 31, 12, p. 4630-4644 15 p.

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

    Scopus citations: 63
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  4. Published

    Categorical Matrix Completion with Active Learning for High-throughput Screening

    Chen, J., Hou, J. & Wong, K.-C., Nov 2021, In: IEEE/ACM Transactions on Computational Biology and Bioinformatics. 18, 6, p. 2261-2270 10 p.

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

    Scopus citations: 4
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  5. Published

    Learning Dynamic Interpolation for Extremely Sparse Light Fields with Wide Baselines

    Guo, M., Jin, J., Liu, H. & Hou, J., Oct 2021, 2021 IEEE/CVF International Conference on Computer Vision ICCV 2021: Proceedings. Institute of Electrical and Electronics Engineers, Inc., p. 2430-2439 (International Conference on Computer Vision (ICCV)).

    Research output: Chapters, Conference Papers, Creative and Literary WorksRGC 32 - Refereed conference paper (with host publication)peer-review

    Scopus citations: 18
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  6. Published

    Learning Spatial-angular Fusion for Compressive Light Field Imaging in a Cycle-consistent Framework

    Lyu, X., Zhu, Z., Guo, M., Jin, J., Hou, J. & Zeng, H., Oct 2021, MM '21: Proceedings of the 29th ACM International Conference on Multimedia. New York, NY: Association for Computing Machinery, p. 4613-4621 (MM - Proceedings of the ACM International Conference on Multimedia).

    Research output: Chapters, Conference Papers, Creative and Literary WorksRGC 32 - Refereed conference paper (with host publication)peer-review

    Scopus citations: 5
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  7. Published

    Semantic-embedded Unsupervised Spectral Reconstruction from Single RGB Images in the Wild

    Zhu, Z., Liu, H., Hou, J., Zeng, H. & Zhang, Q., Oct 2021, 2021 IEEE/CVF International Conference on Computer Vision ICCV 2021: Proceedings. Institute of Electrical and Electronics Engineers, Inc., p. 2259-2268 (International Conference on Computer Vision (ICCV)).

    Research output: Chapters, Conference Papers, Creative and Literary WorksRGC 32 - Refereed conference paper (with host publication)peer-review

    Scopus citations: 24
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  8. 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: 20
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  9. 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: 24
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  10. 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.-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: 51
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  11. 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 ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 28
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  12. 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: 70
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  13. Published

    Clustering Ensemble Meets Low-rank Tensor Approximation

    Jia, Y., Liu, H., Hou, J. & Zhang, Q., Feb 2021, Proceedings of the AAAI Conference on Artificial Intelligence. AAAI Press, Vol. 35. p. 7970-7978 (35th AAAI Conference on Artificial Intelligence, AAAI 2021; vol. 9B).

    Research output: Chapters, Conference Papers, Creative and Literary WorksRGC 32 - Refereed conference paper (with host publication)peer-review

    Scopus citations: 30
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  14. 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 others, Huang, 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: 226
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  15. 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 ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 97
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  16. Published

    Attention-driven Graph Clustering Network

    Peng, Z., Liu, H., Jia, Y. & Hou, J., 2021, MM '21: Proceedings of the 29th ACM International Conference on Multimedia. New York: Association for Computing Machinery, p. 935–943 (MM 2021 - Proceedings of the 29th ACM International Conference on Multimedia).

    Research output: Chapters, Conference Papers, Creative and Literary WorksRGC 32 - Refereed conference paper (with host publication)peer-review

    Scopus citations: 112
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  17. Published

    CorrNet3D: Unsupervised End-to-end Learning of Dense Correspondence for 3D Point Clouds

    Zeng, Y., Qian, Y., Zhu, Z., Hou, J., Yuan, H. & He, Y., 2021, Proceedings - 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition: CVPR 2021. Institute of Electrical and Electronics Engineers, Inc., p. 6048-6057 (Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition).

    Research output: Chapters, Conference Papers, Creative and Literary WorksRGC 32 - Refereed conference paper (with host publication)peer-review

    Scopus citations: 67
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  18. Published

    Deep Amended Gradient Descent for Efficient Spectral Reconstruction from Single RGB Images

    Zhu, Z., Liu, H., Hou, J., Jia, S. & Zhang, Q., 2021, In: IEEE Transactions on Computational Imaging. 7, p. 1176-1188

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

    Scopus citations: 23
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  19. Published

    Deep Magnification-Flexible Upsampling over 3D Point Clouds

    Qian, Y., Hou, J., Kwong, S. & He, Y., 2021, In: IEEE Transactions on Image Processing. 30, p. 8354-8367

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

    Scopus citations: 50
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  20. Published

    DRLFNet: A Dense-Connection Residual Learning Neural Network for Light Field Super Resolution

    Fu, C., Ma, X., Liu, Y., Hou, J. & Yuan, H., 2021, Image and Graphics: 11th International Conference, ICIG 2021, Haikou, China, August 6–8, 2021, Proceedings, Part III. Peng, Y., Hu, S.-M., Gabbouj, M., Zhou, K., Elad, M. & Xu, K. (eds.). Cham: Springer, Vol. Part III. p. 501-510 (Lecture Notes in Computer Science; vol. 12890).

    Research output: Chapters, Conference Papers, Creative and Literary WorksRGC 32 - Refereed conference paper (with host publication)peer-review

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  21. 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: 76
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