Prof. HOU Junhui (侯軍輝)

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Research Output

  1. 2017
  2. Published

    MULTI-VIEW JOINT LEARNING NETWORK FOR PEDESTRIAN GENDER CLASSIFICATION

    Cai, L., Zeng, H., Zhu, J., Cao, J., Hou, J. & Cai, C., Nov 2017, 2017 International Symposium on Intelligent Signal Processing and Communication Systems (ISPACS) : Proceedings. IEEE, p. 23-27 (International Symposium on Intelligent Signal Processing and Communication Systems ISPACS).

    Research output: Chapters, Conference Papers, Creative and Literary Works (RGC: 12, 32, 41, 45) › 32_Refereed conference paper (with host publication) › peer-review

    Scopus citations: 5
    Check@CityULib
  3. Published

    Video Summarization via Simultaneous Block Sparse Representation

    Ma, M., Mei, S., Wan, S., Hou, J., Wang, Z. & Feng, D., Nov 2017, 2017 International Conference on Digital Image Computing : Techniques and Applications (DICTA). IEEE, p. 676-682

    Research output: Chapters, Conference Papers, Creative and Literary Works (RGC: 12, 32, 41, 45) › 32_Refereed conference paper (with host publication) › peer-review

    Scopus citations: 5
    Check@CityULib
  4. Published

    Video summarization via temporal collaborative representation of adjacent frames

    Ma, M., Met, S., Hou, J., Wan, S. & Wang, Z., Nov 2017, 2017 International Symposium on Intelligent Signal Processing and Communication Systems (ISPACS) - Proceedings. IEEE, p. 164-169 (International Symposium on Intelligent Signal Processing and Communication Systems ISPACS).

    Research output: Chapters, Conference Papers, Creative and Literary Works (RGC: 12, 32, 41, 45) › 32_Refereed conference paper (with host publication) › peer-review

    Scopus citations: 8
    Check@CityULib
  5. Published

    HYPERSPECTRAL IMAGE SUPER-RESOLUTION VIA CONVOLUTIONAL NEURAL NETWORK

    Mei, S., Yuan, X., Ji, J., Wan, S., Hou, J. & Du, Q., Sept 2017, 2017 IEEE International Conference on Image Processing, ICIP 2017 - Proceedings. IEEE, p. 4297-4301 (IEEE International Conference on Image Processing, ICIP).

    Research output: Chapters, Conference Papers, Creative and Literary Works (RGC: 12, 32, 41, 45) › 32_Refereed conference paper (with host publication) › peer-review

    Scopus citations: 20
    Check@CityULib
  6. Published

    Learning Sensor-Specific Spatial-Spectral Features of Hyperspectral Images via Convolutional Neural Networks

    Mei, S., Ji, J., Hou, J., Li, X. & Du, Q., Aug 2017, In: IEEE Transactions on Geoscience and Remote Sensing. 55, 8, p. 4520-4533 14 p., 7919223.

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

    Scopus citations: 229
    Check@CityULib
  7. Published

    FUSING DIFFERENT LEVELS OF DEEP FEATURES BY DEEP STACKED NEURAL NETWORK FOR HYPERSPECTRAL IMAGES

    Mei, S., Chen, Y., Ji, J., Hou, J. & Du, Q., Jul 2017, 2017 IEEE International Geoscience & Remote Sensing Symposium: International Cooperation for Global Awareness, IGARSS 2017 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 759-762 8127063

    Research output: Chapters, Conference Papers, Creative and Literary Works (RGC: 12, 32, 41, 45) › 32_Refereed conference paper (with host publication) › peer-review

    Check@CityULib
  8. Published

    Learning sensor-specific features for hyperspectral images via 3-dimensional convolutional autoencoder

    Ji, J., Mei, S., Hou, J., Li, X. & Du, Q., Jul 2017, 2017 IEEE International Geoscience & Remote Sensing Symposium: Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 1820-1823 8127329. (International Geoscience and Remote Sensing Symposium (IGARSS); vol. 2017).

    Research output: Chapters, Conference Papers, Creative and Literary Works (RGC: 12, 32, 41, 45) › 32_Refereed conference paper (with host publication) › peer-review

    Scopus citations: 12
    Check@CityULib
  9. Published

    NONLINEAR KERNEL SPARSE DICTIONARY SELECTION FOR VIDEO SUMMARIZATION

    Ma, M., Mei, S., Hou, J., Wan, S., Wang, Z. & Feng, D., Jul 2017, Proceedings of the IEEE International Conference on Multimedia and Expo (ICME) 2017. Institute of Electrical and Electronics Engineers Inc., p. 637-642 8019387

    Research output: Chapters, Conference Papers, Creative and Literary Works (RGC: 12, 32, 41, 45) › 32_Refereed conference paper (with host publication) › peer-review

    Scopus citations: 10
    Check@CityULib
  10. Published

    Sparse representation for colors of 3D point cloud via virtual adaptive sampling

    HOU, J., Chau, L., He, Y. & Chou, P. A., 19 Jun 2017, 2017 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). Institute of Electrical and Electronics Engineers Inc., p. 2926-2930 7952692. (International Conference on Acoustics, Speech, and Signal Processing (ICASSP)).

    Research output: Chapters, Conference Papers, Creative and Literary Works (RGC: 12, 32, 41, 45) › 32_Refereed conference paper (with host publication) › peer-review

    Scopus citations: 20
    Check@CityULib
  11. Published

    Hyperspectral Image Classification by Exploring Low-Rank Property in Spectral or/and Spatial Domain

    Mei, S., Bi, Q., Ji, J., Hou, J. & Du, Q., Jun 2017, In: IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing. 10, 6, p. 2910-2921 12 p., 7835224.

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

    Scopus citations: 22
    Check@CityULib

  12. Sparse Low-Rank Matrix Approximation for Data Compression

    Hou, J., Chau, L., Magnenat-Thalmann, N. & He, Y., May 2017, In: IEEE Transactions on Circuits and Systems for Video Technology. 27, 5, p. 1043-1054 7368899.

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

    Scopus citations: 29
    Check@CityULib
  13. Published

    Immersive and collaborative Taichi motion learning in various VR environments

    He, T., Chen, X., Chen, Z., Li, Y., Liu, S., Hou, J. & He, Y., 4 Apr 2017, Proceedings - IEEE Virtual Reality. IEEE Computer Society, p. 307-308 7892299

    Research output: Chapters, Conference Papers, Creative and Literary Works (RGC: 12, 32, 41, 45) › 32_Refereed conference paper (with host publication) › peer-review

    Scopus citations: 16
    Check@CityULib

  14. Random forest with suppressed leaves for hough voting

    Liang, H., Hou, J., Yuan, J. & Thalmann, D., Mar 2017, (Online published) Computer Vision: 13th Asian Conference on Computer Vision, ACCV 2016, Revised Selected Papers. Sato, Y., Lai, S., Nishino, K. & Lepetit, V. (eds.). Springer Verlag, Vol. 10113 LNCS. p. 264-280 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 10113 LNCS).

    Research output: Chapters, Conference Papers, Creative and Literary Works (RGC: 12, 32, 41, 45) › 32_Refereed conference paper (with host publication) › peer-review

    Scopus citations: 5
    Check@CityULib
  15. 2016

  16. Sparsifying orthogonal transforms with compact bases for data compression

    Hou, J., Liu, H., Chau, L., He, Y. & Chen, J., Dec 2016, 2016 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA 2016. Institute of Electrical and Electronics Engineers Inc., 7820905

    Research output: Chapters, Conference Papers, Creative and Literary Works (RGC: 12, 32, 41, 45) › 32_Refereed conference paper (with host publication) › peer-review

    Scopus citations: 1
    Check@CityULib

  17. How to fully explore the low-rank property for data recovery of hyperspectral images

    Mei, S., Bi, Q., Ji, J., Hou, J. & Du, Q., 1 Nov 2016, International Geoscience and Remote Sensing Symposium (IGARSS). Institute of Electrical and Electronics Engineers Inc., Vol. 2016-November. p. 3314-3317 7729857

    Research output: Chapters, Conference Papers, Creative and Literary Works (RGC: 12, 32, 41, 45) › 32_Refereed conference paper (with host publication) › peer-review

    Scopus citations: 1
    Check@CityULib

  18. Integrating spectral and spatial information into deep convolutional Neural Networks for hyperspectral classification

    Mei, S., Ji, J., Bi, Q., Hou, J., Du, Q. & Li, W., 1 Nov 2016, International Geoscience and Remote Sensing Symposium (IGARSS). Institute of Electrical and Electronics Engineers Inc., Vol. 2016-November. p. 5067-5070 7730321

    Research output: Chapters, Conference Papers, Creative and Literary Works (RGC: 12, 32, 41, 45) › 32_Refereed conference paper (with host publication) › peer-review

    Scopus citations: 57
    Check@CityULib

  19. Graph-based transform for data decorrelation

    Hou, J., Liu, H. & Chau, L., Oct 2016, International Conference on Digital Signal Processing, DSP. Institute of Electrical and Electronics Engineers Inc., p. 177-180 7868540

    Research output: Chapters, Conference Papers, Creative and Literary Works (RGC: 12, 32, 41, 45) › 32_Refereed conference paper (with host publication) › peer-review

    Scopus citations: 7
    Check@CityULib

  20. Sparse two-dimensional singular value decomposition

    Hou, J., Chen, J., Chau, L. & He, Y., 25 Aug 2016, Proceedings - IEEE International Conference on Multimedia and Expo. IEEE Computer Society, Vol. 2016-August. 7552922

    Research output: Chapters, Conference Papers, Creative and Literary Works (RGC: 12, 32, 41, 45) › 32_Refereed conference paper (with host publication) › peer-review

    Scopus citations: 1
    Check@CityULib

  21. Robust laplacian matrix learning for smooth graph signals

    Hou, J., Chau, L., He, Y. & Zeng, H., 3 Aug 2016, Proceedings - International Conference on Image Processing, ICIP. IEEE Computer Society, Vol. 2016-August. p. 1878-1882 7532684

    Research output: Chapters, Conference Papers, Creative and Literary Works (RGC: 12, 32, 41, 45) › 32_Refereed conference paper (with host publication) › peer-review

    Scopus citations: 5
    Check@CityULib

  22. Spectral Variation Alleviation by Low-Rank Matrix Approximation for Hyperspectral Image Analysis

    Mei, S., Bi, Q., Ji, J., Hou, J. & Du, Q., 1 Jun 2016, In: IEEE Geoscience and Remote Sensing Letters. 13, 6, p. 796-800 7450142.

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

    Scopus citations: 17
    Check@CityULib
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