Prof. HOU Junhui (侯軍輝)

Research Output

  1. 2023
  2. Published

    A Two-level Rectification Attention Network for Scene Text Recognition

    Wu, L., Xu, Y., Hou, J., Chen, C. L. P. & Liu, C.-L., 2023, In: IEEE Transactions on Multimedia. 25, p. 2404-2414

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

    Scopus citations: 24
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  3. Published

    CAS-Net: Cascade Attention-Based Sampling Neural Network for Point Cloud Simplification

    Chen, C., Yuan, H., Liu, H., Hou, J. & Hamzaoui, R., 2023, Proceedings - 2023 IEEE International Conference on Multimedia and Expo (ICME 2023). Institute of Electrical and Electronics Engineers, Inc., p. 1991-1996 (Proceedings - IEEE International Conference on Multimedia and Expo; vol. 2023-July).

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

    Scopus citations: 1
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  4. Published

    EGRC-Net: Embedding-induced Graph Refinement Clustering Network

    Peng, Z., Liu, H., Jia, Y. & Hou, J., 2023, In: IEEE Transactions on Image Processing. 32, p. 6457-6468

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

    Scopus citations: 9
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  5. Published

    Global Structure-Aware Diffusion Process for Low-Light Image Enhancement

    Hou, J., Zhu, Z., Hou, J., Liu, H., Zeng, H. & Yuan, H., 2023, 37th Conference on Neural Information Processing Systems (NeurIPS 2023). Oh, A., Naumann, T., Globerson, A., Saenko, K., Hardt, M. & Levine, S. (eds.). p. 79734-79747 (Advances in Neural Information Processing Systems; vol. 36).

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

    Scopus citations: 45
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  6. Published

    GQE-Net: A Graph-based Quality Enhancement Network for Point Cloud Color Attribute

    Xing, J., Yuan, H., Hamzaoui, R., Liu, H. & Hou, J., 2023, In: IEEE Transactions on Image Processing. 32, p. 6303-6317

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

    Scopus citations: 56
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  7. 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

    Scopus citations: 2
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  8. Published

    Light Field Compression With Graph Learning and Dictionary-Guided Sparse Coding

    Zhang, Y., Dai, W., Li, Y., Li, C., Hou, J., Zou, J. & Xiong, H., 2023, In: IEEE Transactions on Multimedia. 25, p. 3059-3072

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

    Scopus citations: 7
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  9. Published

    PointCA: Evaluating the Robustness of 3D Point Cloud Completion Models against Adversarial Examples

    Hu, S., Zhang, J., Liu, W., Hou, J., Li, M., Zhang, L. Y. & Jin, H. & 1 others, Sun, L., 2023, Proceedings of the 37th AAAI Conference on Artificial Intelligence. 1 ed. AAAI press, Vol. 37. p. 872-880 9 p. (Proceedings of the AAAI Conference on Artificial Intelligence).

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

    Scopus citations: 10
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  10. Published

    PointCRT: Detecting Backdoor in 3D Point Cloud via Corruption Robustness

    Hu, S., Liu, W., Li, M., Zhang, Y., Liu, X., Wang, X. & Zhang, L. Y. & 1 others, Hou, J., 2023, MM '23: Proceedings of the 31st ACM International Conference on Multimedia. New York, NY: Association for Computing Machinery, p. 666-675

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

    Scopus citations: 10
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  11. Published

    t-Linear Tensor Subspace Learning for Robust Feature Extraction of Hyperspectral Images

    Deng, Y.-J., Li, H.-C., Tan, S.-Q., Hou, J., Du, Q. & Plaza, A., 2023, In: IEEE Transactions on Geoscience and Remote Sensing. 61, 5501015.

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

    Scopus citations: 16
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  12. 2022
  13. Published

    RegGeoNet: Learning Regular Representations for Large-Scale 3D Point Clouds

    Zhang, Q., Hou, J., Qian, Y., Chan, A. B., Zhang, J. & He, Y., Dec 2022, In: International Journal of Computer Vision. 130, 12, p. 3100–3122 23 p.

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

    Scopus citations: 15
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  14. Published

    Learning Graph-embedded Key-event Back-tracing for Object Tracking in Event Clouds

    ZHU, Z., HOU, J. & LYU, X., Nov 2022, Advances in Neural Information Processing Systems 35 (NeurIPS 2022). Koyejo, S., Mohamed, S., Agarwal, A., Belgrave, D., Cho, K. & Oh, A. (eds.). Neural Information Processing Systems Foundation, Inc., p. 7462-7476 15 p. (Advances in Neural Information Processing Systems; vol. 35).

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

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

    Scopus citations: 44
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  16. Published

    Finding Stars from Fireworks: Improving Non-Cooperative Iris Tracking

    Lin, C., Li, X., Li, Z. & Hou, J., Sept 2022, In: IEEE Transactions on Circuits and Systems for Video Technology. 32, 9, p. 6137-6147 11 p.

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

    Scopus citations: 10
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  17. 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: 17
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  18. 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 ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 10
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  19. 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 ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 80
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  20. 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: 78
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  21. 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 ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 30
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  22. 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 ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 5
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