Prof. HOU Junhui (侯軍輝)

Research Output

  1. 2023
  2. 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 Reviews (RGC: 21, 22, 62)21_Publication in refereed journalpeer-review

    Scopus citations: 2
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  3. 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 othersSun, 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 Works (RGC: 12, 32, 41, 45)32_Refereed conference paper (with host publication)peer-review

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  4. 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 othersHou, 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 Works (RGC: 12, 32, 41, 45)32_Refereed conference paper (with host publication)peer-review

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  5. Published

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

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

    Research output: Journal Publications and Reviews (RGC: 21, 22, 62)21_Publication in refereed journalpeer-review

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  6. 2022
  7. 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 Reviews (RGC: 21, 22, 62)21_Publication in refereed journalpeer-review

    Scopus citations: 1
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  8. 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 Works (RGC: 12, 32, 41, 45)32_Refereed conference paper (with host publication)peer-review

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  9. 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 Reviews (RGC: 21, 22, 62)21_Publication in refereed journalpeer-review

    Scopus citations: 19
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  10. 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 Reviews (RGC: 21, 22, 62)21_Publication in refereed journalpeer-review

    Scopus citations: 6
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  11. Online published

    PU-Flow: a Point Cloud Upsampling Network with Normalizing Flows

    Mao, A., Du, Z., Hou, J., Duan, Y., Liu, Y. & He, Y., 4 Aug 2022, (Online published) In: IEEE Transactions on Visualization and Computer Graphics. 14 p.

    Research output: Journal Publications and Reviews (RGC: 21, 22, 62)21_Publication in refereed journalpeer-review

    Scopus citations: 5
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  12. 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, 22, 62)21_Publication in refereed journalpeer-review

    Scopus citations: 14
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  13. 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, 22, 62)21_Publication in refereed journalpeer-review

    Scopus citations: 4
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  14. 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, 22, 62)21_Publication in refereed journalpeer-review

    Scopus citations: 27
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  15. 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, 22, 62)21_Publication in refereed journalpeer-review

    Scopus citations: 33
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  16. 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, 22, 62)21_Publication in refereed journalpeer-review

    Scopus citations: 10
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  17. 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, 22, 62)21_Publication in refereed journalpeer-review

    Scopus citations: 2
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  18. 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, 22, 62)21_Publication in refereed journalpeer-review

    Scopus citations: 13
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  19. Published

    A Hybrid Compression Framework for Color Attributes of Static 3D Point Clouds

    Liu, H., Yuan, H., Liu, Q., Hou, J., Zeng, H. & Kwong, S., Mar 2022, In: IEEE Transactions on Circuits and Systems for Video Technology. 32, 3, p. 1564-1577

    Research output: Journal Publications and Reviews (RGC: 21, 22, 62)21_Publication in refereed journalpeer-review

    Scopus citations: 37
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  20. Accepted/In press/Filed

    一種四維光場圖像深度獲取方法及裝置

    GUO, M., HOU, J., JIN, J., LYU, X. & ZHU, Z., 11 Jan 2022, (Accepted/In press/Filed) Priority No. 202210025184.1

    Research output: Patents, Agreements and Assignments (RGC: 51, 52)51_Patents (CityU)

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  21. Published

    深度神经网络压缩与加速综述

    曾焕强, 胡浩麟, 林向伟, 侯军辉 & 蔡灿辉, Jan 2022, In: 信号处理. 38, 1, p. 183-194

    Research output: Journal Publications and Reviews (RGC: 21, 22, 62)21_Publication in refereed journalpeer-review

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  22. 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, 22, 62)21_Publication in refereed journalpeer-review

    Scopus citations: 10
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