Prof. HOU Junhui (侯軍輝)

Research Output

  1. 2024
  2. Online published

    Dynamic 3D Point Cloud Sequences as 2D Videos

    Zeng, Y., Hou, J., Zhang, Q., Ren, S. & Wang, W., 2 Jul 2024, (Online published) In: IEEE Transactions on Pattern Analysis and Machine Intelligence.

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

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  3. Published

    Guest editorial: Deep learning-based point cloud processing, compression and analysis

    Zhang, Y., Hamzaoui, R., Wang, X., Hou, J. & Valenzise, G., Jul 2024, In: Electronics Letters. 60, 14, e13266.

    Research output: Journal Publications and ReviewsEditorial Preface

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  4. Online published

    Superpixel Graph Contrastive Clustering with Semantic-Invariant Augmentations for Hyperspectral Images

    Qi, J., Jia, Y., Liu, H. & Hou, J., 24 Jun 2024, (Online published) In: IEEE Transactions on Circuits and Systems for Video Technology.

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

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  5. 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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  6. Online published

    Deep Diversity-Enhanced Feature Representation of Hyperspectral Images

    Hou, J., Zhu, Z., Hou, J., Liu, H., Zeng, H. & Meng, D., 13 May 2024, (Online published) In: IEEE Transactions on Pattern Analysis and Machine Intelligence.

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

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  7. Published

    Unsupervised video-based action recognition using two-stream generative adversarial network

    Lin, W., Zeng, H., Zhu, J., Hsia, C., Hou, J. & Ma, K., Mar 2024, In: Neural Computing and Applications. 36, 9, p. 5077-5091 15 p.

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

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  8. Published

    Enhancing Low-light Light Field Images with A Deep Compensation Unfolding Network

    Lyu, X. & Hou, J., 2024, In: IEEE Transactions on Image Processing. 33, p. 4131-4144

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

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  9. Published

    Tucker Decomposition and Log-Gabor Feature-Based Quality Assessment for the Screen Content Videos

    Huang, H., Zeng, H., Chen, J., Hou, J., Hsia, C. & Ma, K., 2024, In: IEEE Transactions on Instrumentation and Measurement. 73, 5016113.

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

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  10. 2023
  11. Published

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

    Mao, A., Du, Z., Hou, J., Duan, Y., Liu, Y. & He, Y., Dec 2023, In: IEEE Transactions on Visualization and Computer Graphics. 29, 12, p. 4964-4977 14 p.

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

    Scopus citations: 12
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  12. Published

    Task-Oriented Compact Representation of 3D Point Clouds via A Matrix Optimization-Driven Network

    Qian, Y., Hou, J., Zhang, Q., Zeng, Y., Kwong, S. & He, Y., Nov 2023, In: IEEE Transactions on Circuits and Systems for Video Technology. 33, 11, p. 6981-6995

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

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  13. Published

    GeoUDF: Surface Reconstruction from 3D Point Clouds via Geometry-guided Distance Representation

    Ren, S., Hou, J., Chen, X., He, Y. & Wang, W., Oct 2023, Proceedings - 2023 IEEE/CVF International Conference on Computer Vision (ICCV 2023). Institute of Electrical and Electronics Engineers, Inc., p. 14168-14178 11 p.

    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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  14. 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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  15. Published

    Screen content video quality assessment based on spatiotemporal sparse feature

    Ding, R., Zeng, H., Wen, H., Huang, H., Cheng, S. & Hou, J., Oct 2023, In: Journal of Visual Communication and Image Representation. 96, 103912.

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

    Scopus citations: 2
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  16. Online published

    Guest Editorial: machine learning for visual information processing & understanding

    Zeng, H., Cao, J., Yang, Y. & Hou, J., 19 Sept 2023, (Online published) In: Journal of Ambient Intelligence and Humanized Computing.

    Research output: Journal Publications and ReviewsEditorial Preface

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

    Scopus citations: 8
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  19. Published

    Occlusion-Resistant instance segmentation of piglets in farrowing pens using center clustering network

    Huang, E., Mao, A., Hou, J., Wu, Y., Xu, W., Ceballos, M. C., Parsons, T. D., & 1 othersLiu, K., Jul 2023, In: Computers and Electronics in Agriculture. 210, 107950.

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

    Scopus citations: 4
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  20. Published

    Semi-Supervised Subspace Clustering via Tensor Low-Rank Representation

    Jia, Y., Lu, G., Liu, H. & Hou, J., Jul 2023, In: IEEE Transactions on Circuits and Systems for Video Technology. 33, 7, p. 3455-3461

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

    Scopus citations: 9
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  21. Published

    Differentiable Deformation Graph-Based Neural Non-rigid Registration

    Feng, W., Cai, H., Hou, J., Deng, B. & Zhang, J., Mar 2023, In: Communications in Mathematics and Statistics. 11, 1, p. 151–167

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

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  22. Published

    ECSNet: Spatio-Temporal Feature Learning for Event Camera

    Chen, Z., Wu, J., Hou, J., Li, L., Dong, W. & Shi, G., Feb 2023, In: IEEE Transactions on Circuits and Systems for Video Technology. 33, 2, p. 701-712 12 p.

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

    Scopus citations: 10
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