Jiang Liu

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Prof Jiang Liu

Guest Professor in Computer Science(0.2FTE)

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20032024

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  • 2017

    Generative caption for diabetic retinopathy images

    Wu, L., Wan, C., Wu, Y. & Liu, J., 2 Jul 2017, 2017 International Conference on Security, Pattern Analysis, and Cybernetics, SPAC 2017. Institute of Electrical and Electronics Engineers Inc., p. 515-519 5 p. (2017 International Conference on Security, Pattern Analysis, and Cybernetics, SPAC 2017; vol. 2018-January).

    Research output: Chapter in Book/Conference proceeding › Conference contribution › peer-review

    18 Citations (Scopus)

  • Glaucoma classification from retina optical coherence tomography angiogram

    Ong, E. P., Cheng, J., Wong, D. W. K., Liu, J., Tay, E. L. T. & Yip, L. W. L., 13 Sept 2017, 2017 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society: Smarter Technology for a Healthier World, EMBC 2017 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 596-599 4 p. 8036895. (Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS).

    Research output: Chapter in Book/Conference proceeding › Conference contribution › peer-review

    7 Citations (Scopus)

  • Image quality classification for DR screening using deep learning

    Yu, F., Sun, J., Li, A., Cheng, J., Wan, C. & Liu, J., 13 Sept 2017, 2017 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society: Smarter Technology for a Healthier World, EMBC 2017 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 664-667 4 p. 8036912. (Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS).

    Research output: Chapter in Book/Conference proceeding › Conference contribution › peer-review

    59 Citations (Scopus)

  • Optic disc detection via deep learning in fundus images

    Xu, P., Wan, C., Cheng, J., Niu, D. & Liu, J., 2017, Fetal, Infant and Ophthalmic Medical Image Analysis - International Workshop, FIFI 2017 and 4th International Workshop, OMIA 2017 Held in Conjunction with MICCAI 2017, Proceedings. Cardoso, M. J. & Arbel, T. (eds.). Springer Verlag, p. 134-141 8 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 10554 LNCS).

    Research output: Chapter in Book/Conference proceeding › Conference contribution › peer-review

    15 Citations (Scopus)

  • Retinal image quality classification using fine-tuned CNN

    Sun, J., Wan, C., Cheng, J., Yu, F. & Liu, J., 2017, Fetal, Infant and Ophthalmic Medical Image Analysis - International Workshop, FIFI 2017 and 4th International Workshop, OMIA 2017 Held in Conjunction with MICCAI 2017, Proceedings. Cardoso, M. J. & Arbel, T. (eds.). Springer Verlag, p. 126-133 8 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 10554 LNCS).

    Research output: Chapter in Book/Conference proceeding › Conference contribution › peer-review

    13 Citations (Scopus)

  • Stacked Hidden Markov model for motion intention recognition

    Yang, T., Huang, W., Jiang, Z., Chui, C. K. & Jiang, L., 29 Nov 2017, 2017 IEEE 2nd International Conference on Signal and Image Processing, ICSIP 2017. Institute of Electrical and Electronics Engineers Inc., p. 266-271 6 p. (2017 IEEE 2nd International Conference on Signal and Image Processing, ICSIP 2017; vol. 2017-January).

    Research output: Chapter in Book/Conference proceeding › Conference contribution › peer-review

    4 Citations (Scopus)
  • 2018

    Automatic localization of optic disc using modified U-Net

    Gu, Z., Jiang, S., Lee, J., Xie, J., Cheng, J. & Liu, J., 15 May 2018, Proceedings of 2018 International Conference on Control and Computer Vision, ICCCV 2018. Association for Computing Machinery, p. 79-83 5 p. (ACM International Conference Proceeding Series).

    Research output: Chapter in Book/Conference proceeding › Conference contribution › peer-review

    6 Citations (Scopus)

  • Automatic Segmentation of Cortex and Nucleus in Anterior Segment OCT Images

    Yin, P., Tan, M., Min, H., Xu, Y., Xu, G., Wu, Q., Tong, Y., Risa, H. & Liu, J., 2018, Computational Pathology and Ophthalmic Medical Image Analysis - First International Workshop, COMPAY 2018, and 5th International Workshop, OMIA 2018, Held in Conjunction with MICCAI 2018, Proceedings. Taylor, Z., Bogunovic, H., Snead, D., Garvin, M. K., Chen, X. J., Ciompi, F., Xu, Y., Maier-Hein, L., Veta, M., Trucco, E., Stoyanov, D., Rajpoot, N., van der Laak, J., Martel, A. & McKenna, S. (eds.). Springer Verlag, p. 269-276 8 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11039 LNCS).

    Research output: Chapter in Book/Conference proceeding › Conference contribution › peer-review

    7 Citations (Scopus)

  • Combining Multiple Deep Features for Glaucoma Classification

    Li, A., Wang, Y., Cheng, J. & Liu, J., 10 Sept 2018, 2018 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2018 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 985-989 5 p. 8462089. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2018-April).

    Research output: Chapter in Book/Conference proceeding › Conference contribution › peer-review

    22 Citations (Scopus)

  • DeepDisc: Optic Disc Segmentation Based on Atrous Convolution and Spatial Pyramid Pooling

    Gu, Z., Liu, P., Zhou, K., Jiang, Y., Mao, H., Cheng, J. & Liu, J., 2018, Computational Pathology and Ophthalmic Medical Image Analysis - First International Workshop, COMPAY 2018, and 5th International Workshop, OMIA 2018, Held in Conjunction with MICCAI 2018, Proceedings. Taylor, Z., Bogunovic, H., Snead, D., Garvin, M. K., Chen, X. J., Ciompi, F., Xu, Y., Maier-Hein, L., Veta, M., Trucco, E., Stoyanov, D., Rajpoot, N., van der Laak, J., Martel, A. & McKenna, S. (eds.). Springer Verlag, p. 253-260 8 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11039 LNCS).

    Research output: Chapter in Book/Conference proceeding › Conference contribution › peer-review

    20 Citations (Scopus)

  • Fundus Image Quality-Guided Diabetic Retinopathy Grading

    Zhou, K., Gu, Z., Li, A., Cheng, J., Gao, S. & Liu, J., 2018, Computational Pathology and Ophthalmic Medical Image Analysis - First International Workshop, COMPAY 2018, and 5th International Workshop, OMIA 2018, Held in Conjunction with MICCAI 2018, Proceedings. Taylor, Z., Bogunovic, H., Snead, D., Garvin, M. K., Chen, X. J., Ciompi, F., Xu, Y., Maier-Hein, L., Veta, M., Trucco, E., Stoyanov, D., Rajpoot, N., van der Laak, J., Martel, A. & McKenna, S. (eds.). Springer Verlag, p. 245-252 8 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11039 LNCS).

    Research output: Chapter in Book/Conference proceeding › Conference contribution › peer-review

    6 Citations (Scopus)

  • Large-Scale Left and Right Eye Classification in Retinal Images

    Liu, P., Gu, Z., Liu, F., Jiang, Y., Jiang, S., Mao, H., Cheng, J., Duan, L. & Liu, J., 2018, Computational Pathology and Ophthalmic Medical Image Analysis - First International Workshop, COMPAY 2018, and 5th International Workshop, OMIA 2018, Held in Conjunction with MICCAI 2018, Proceedings. Taylor, Z., Bogunovic, H., Snead, D., Garvin, M. K., Chen, X. J., Ciompi, F., Xu, Y., Maier-Hein, L., Veta, M., Trucco, E., Stoyanov, D., Rajpoot, N., van der Laak, J., Martel, A. & McKenna, S. (eds.). Springer Verlag, p. 261-268 8 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11039 LNCS).

    Research output: Chapter in Book/Conference proceeding › Conference contribution › peer-review

    5 Citations (Scopus)

  • Localizing Optic Disc and Cup for Glaucoma Screening via Deep Object Detection Networks

    Sun, X., Xu, Y., Tan, M., Fu, H., Zhao, W., You, T. & Liu, J., 2018, Computational Pathology and Ophthalmic Medical Image Analysis - First International Workshop, COMPAY 2018, and 5th International Workshop, OMIA 2018, Held in Conjunction with MICCAI 2018, Proceedings. Taylor, Z., Bogunovic, H., Snead, D., Garvin, M. K., Chen, X. J., Ciompi, F., Xu, Y., Maier-Hein, L., Veta, M., Trucco, E., Stoyanov, D., Rajpoot, N., van der Laak, J., Martel, A. & McKenna, S. (eds.). Springer Verlag, p. 236-244 9 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11039 LNCS).

    Research output: Chapter in Book/Conference proceeding › Conference contribution › peer-review

    17 Citations (Scopus)

  • Multi-Cell Multi-Task Convolutional Neural Networks for Diabetic Retinopathy Grading

    Zhou, K., Gu, Z., Liu, W., Luo, W., Cheng, J., Gao, S. & Liu, J., 26 Oct 2018, 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2018. Institute of Electrical and Electronics Engineers Inc., p. 2724-2727 4 p. 8512828. (Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS; vol. 2018-July).

    Research output: Chapter in Book/Conference proceeding › Conference contribution › peer-review

    Open Access
    79 Citations (Scopus)

  • Multi-context deep network for angle-closure glaucoma screening in anterior segment OCT

    Fu, H., Xu, Y., Lin, S., Wong, D. W. K., Mani, B., Mahesh, M., Aung, T. & Liu, J., 2018, Medical Image Computing and Computer Assisted Intervention – MICCAI 2018 - 21st International Conference, 2018, Proceedings. Fichtinger, G., Davatzikos, C., Alberola-López, C., Frangi, A. F. & Schnabel, J. A. (eds.). Springer Verlag, p. 356-363 8 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11071 LNCS).

    Research output: Chapter in Book/Conference proceeding › Conference contribution › peer-review

    Open Access
    40 Citations (Scopus)

  • Ocular disease detection from multiple informatics domains

    Xu, Y., Duan, L., Fu, H., Zhang, Z., Zhao, W., You, T., Wong, T. Y. & Liu, J., 23 May 2018, 2018 IEEE 15th International Symposium on Biomedical Imaging, ISBI 2018. IEEE Computer Society, p. 43-47 5 p. (Proceedings - International Symposium on Biomedical Imaging; vol. 2018-April).

    Research output: Chapter in Book/Conference proceeding › Conference contribution › peer-review

    3 Citations (Scopus)

  • Optic Disc and Cup Segmentation with Blood Vessel Removal from Fundus Images for Glaucoma Detection

    Jiang, Y., Xia, H., Xu, Y., Cheng, J., Fu, H., Duan, L., Meng, Z. & Liu, J., 26 Oct 2018, 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2018. Institute of Electrical and Electronics Engineers Inc., p. 862-865 4 p. 8512400. (Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS; vol. 2018-July).

    Research output: Chapter in Book/Conference proceeding › Conference contribution › peer-review

    19 Citations (Scopus)

  • Retinal artery and vein classification via dominant sets clustering-based vascular topology estimation

    Zhao, Y., Xie, J., Su, P., Zheng, Y., Liu, Y., Cheng, J. & Liu, J., 2018, Medical Image Computing and Computer Assisted Intervention – MICCAI 2018 - 21st International Conference, 2018, Proceedings. Fichtinger, G., Davatzikos, C., Alberola-López, C., Frangi, A. F. & Schnabel, J. A. (eds.). Springer Verlag, p. 56-64 9 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11071 LNCS).

    Research output: Chapter in Book/Conference proceeding › Conference contribution › peer-review

    36 Citations (Scopus)

  • Retinal vascular topology estimation via dominant sets clustering

    Xie, J., Zhao, Y., Zheng, Y., Su, P., Liu, J. & Wang, Y., 23 May 2018, 2018 IEEE 15th International Symposium on Biomedical Imaging, ISBI 2018. IEEE Computer Society, p. 1458-1462 5 p. (Proceedings - International Symposium on Biomedical Imaging; vol. 2018-April).

    Research output: Chapter in Book/Conference proceeding › Conference contribution › peer-review

    5 Citations (Scopus)

  • Uniqueness-driven saliency analysis for automated lesion detection with applications to retinal diseases

    Zhao, Y., Zheng, Y., Zhao, Y., Liu, Y., Chen, Z., Liu, P. & Liu, J., 2018, Medical Image Computing and Computer Assisted Intervention – MICCAI 2018 - 21st International Conference, 2018, Proceedings. Fichtinger, G., Davatzikos, C., Alberola-López, C., Frangi, A. F. & Schnabel, J. A. (eds.). Springer Verlag, p. 109-118 10 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11071 LNCS).

    Research output: Chapter in Book/Conference proceeding › Conference contribution › peer-review

    23 Citations (Scopus)
  • 2019

    2D transform-domain Fourier filters for eliminating microsaccade noise in en face optical coherence tomography angiography

    Yang, J., Fang, L., Hu, Y., Zhao, Y., Zheng, Y. & Liu, J., 2019, Optical Coherence Imaging Techniques and Imaging in Scattering Media III. Wojtkowski, M., Boppart, S. A. & Oh, W-Y. (eds.). SPIE, 110781U. (Progress in Biomedical Optics and Imaging - Proceedings of SPIE; vol. 11078).

    Research output: Chapter in Book/Conference proceeding › Conference contribution › peer-review

    2 Citations (Scopus)

  • Anterior Chamber Angles Classification in Anterior Segment OCT Images via Multi-Scale Regions Convolutional Neural Networks

    Hao, H., Zhao, Y., Fu, H., Shang, Q., Li, F., Zhang, X. & Liu, J., Jul 2019, 2019 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2019. Institute of Electrical and Electronics Engineers Inc., p. 849-852 4 p. 8857615. (Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS).

    Research output: Chapter in Book/Conference proceeding › Conference contribution › peer-review

    19 Citations (Scopus)

  • Automated Iris Segmentation from Anterior Segment OCT Images with Occludable Angles via Local Phase Tensor

    Shang, Q., Zhao, Y., Chen, Z., Hao, H., Li, F., Zhang, X. & Liu, J., Jul 2019, 2019 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2019. Institute of Electrical and Electronics Engineers Inc., p. 4745-4749 5 p. 8857336. (Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS).

    Research output: Chapter in Book/Conference proceeding › Conference contribution › peer-review

    8 Citations (Scopus)

  • Conditional Adversarial Transfer for Glaucoma Diagnosis

    Wang, J., Yan, Y., Xu, Y., Zhao, W., Min, H., Tan, M. & Liu, J., Jul 2019, 2019 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2019. Institute of Electrical and Electronics Engineers Inc., p. 2032-2035 4 p. 8857308. (Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS).

    Research output: Chapter in Book/Conference proceeding › Conference contribution › peer-review

    7 Citations (Scopus)

  • CS-Net: Channel and spatial attention network for curvilinear structure segmentation

    Mou, L., Zhao, Y., Chen, L., Cheng, J., Gu, Z., Hao, H., Qi, H., Zheng, Y., Frangi, A. & Liu, J., 2019, Medical Image Computing and Computer Assisted Intervention – MICCAI 2019 - 22nd International Conference, Proceedings. Shen, D., Yap, P-T., Liu, T., Peters, T. M., Khan, A., Staib, L. H., Essert, C. & Zhou, S. (eds.). Springer Science and Business Media Deutschland GmbH, p. 721-730 10 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11764 LNCS).

    Research output: Chapter in Book/Conference proceeding › Conference contribution › peer-review

    Open Access
    161 Citations (Scopus)

  • DeepAMD: Detect Early Age-Related Macular Degeneration by Applying Deep Learning in a Multiple Instance Learning Framework

    Liu, H., Wong, D. W. K., Fu, H., Xu, Y. & Liu, J., 2019, Computer Vision – ACCV 2018 - 14th Asian Conference on Computer Vision, Revised Selected Papers. Schindler, K., Jawahar, C. V., Li, H. & Mori, G. (eds.). Springer Verlag, p. 625-640 16 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11365 LNCS).

    Research output: Chapter in Book/Conference proceeding › Conference contribution › peer-review

    12 Citations (Scopus)

  • Evaluation of retinal image quality assessment networks in different color-spaces

    Fu, H., Wang, B., Shen, J., Cui, S., Xu, Y., Liu, J. & Shao, L., 2019, Medical Image Computing and Computer Assisted Intervention – MICCAI 2019 - 22nd International Conference, Proceedings. Shen, D., Yap, P-T., Liu, T., Peters, T. M., Khan, A., Staib, L. H., Essert, C. & Zhou, S. (eds.). Springer Science and Business Media Deutschland GmbH, p. 48-56 9 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11764 LNCS).

    Research output: Chapter in Book/Conference proceeding › Conference contribution › peer-review

    Open Access
    100 Citations (Scopus)

  • Exploiting reliability-guided aggregation for the assessment of curvilinear structure tortuosity

    Su, P., Zhao, Y., Chen, T., Xie, J., Zhao, Y., Qi, H., Zheng, Y. & Liu, J., 2019, Medical Image Computing and Computer Assisted Intervention – MICCAI 2019 - 22nd International Conference, Proceedings. Shen, D., Yap, P-T., Liu, T., Peters, T. M., Khan, A., Staib, L. H., Essert, C. & Zhou, S. (eds.). Springer Science and Business Media Deutschland GmbH, p. 12-20 9 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11767 LNCS).

    Research output: Chapter in Book/Conference proceeding › Conference contribution › peer-review

    4 Citations (Scopus)

  • Guided M-Net for High-Resolution Biomedical Image Segmentation with Weak Boundaries

    Zhang, S., Yan, Y., Yin, P., Qiu, Z., Zhao, W., Cao, G., Chen, W., Yuan, J., Higashita, R., Wu, Q., Tan, M. & Liu, J., 2019, Ophthalmic Medical Image Analysis - 6th International Workshop, OMIA 2019, Held in Conjunction with MICCAI 2019, Proceedings. Fu, H., Garvin, M. K., MacGillivray, T., Xu, Y. & Zheng, Y. (eds.). Springer, p. 43-51 9 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11855 LNCS).

    Research output: Chapter in Book/Conference proceeding › Conference contribution › peer-review

    6 Citations (Scopus)

  • Hybrid Neural Network for Photoacoustic Imaging Reconstruction

    Lan, H., Zhou, K., Yang, C., Liu, J., Gao, S. & Gao, F., Jul 2019, 2019 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2019. Institute of Electrical and Electronics Engineers Inc., p. 6367-6370 4 p. 8857019. (Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS).

    Research output: Chapter in Book/Conference proceeding › Conference contribution › peer-review

    11 Citations (Scopus)

  • Ki-GAN: Knowledge infusion generative adversarial network for photoacoustic image reconstruction in vivo

    Lan, H., Zhou, K., Yang, C., Cheng, J., Liu, J., Gao, S. & Gao, F., 2019, Medical Image Computing and Computer Assisted Intervention – MICCAI 2019 - 22nd International Conference, Proceedings. Shen, D., Yap, P-T., Liu, T., Peters, T. M., Khan, A., Staib, L. H., Essert, C. & Zhou, S. (eds.). Springer Science and Business Media Deutschland GmbH, p. 273-281 9 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11764 LNCS).

    Research output: Chapter in Book/Conference proceeding › Conference contribution › peer-review

    37 Citations (Scopus)

  • Network Pruning for OCT Image Classification

    Yang, B., Zhang, Y., Cheng, J., Zhang, J., Mou, L., Hao, H., Zhao, Y. & Liu, J., 2019, Ophthalmic Medical Image Analysis - 6th International Workshop, OMIA 2019, Held in Conjunction with MICCAI 2019, Proceedings. Fu, H., Garvin, M. K., MacGillivray, T., Xu, Y. & Zheng, Y. (eds.). Springer, p. 121-129 9 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11855 LNCS).

    Research output: Chapter in Book/Conference proceeding › Conference contribution › peer-review

    1 Citation (Scopus)

  • On the Application of Preaggregation Functions to Fuzzy Pattern Tree

    Su, P., Chen, T., Mao, H., Xie, J., Zhao, Y. & Liu, J., Jun 2019, 2019 IEEE International Conference on Fuzzy Systems, FUZZ 2019. Institute of Electrical and Electronics Engineers Inc., 8858922. (IEEE International Conference on Fuzzy Systems; vol. 2019-June).

    Research output: Chapter in Book/Conference proceeding › Conference contribution › peer-review

    Open Access
    5 Citations (Scopus)

  • Pixel reconstruction for speckle reduction in 3d optical coherence tomography of retina

    Cheng, J., Zhao, Y., Hu, Y. & Liu, J., Apr 2019, ISBI 2019 - 2019 IEEE International Symposium on Biomedical Imaging. IEEE Computer Society, p. 1424-1427 4 p. 8759399. (Proceedings - International Symposium on Biomedical Imaging; vol. 2019-April).

    Research output: Chapter in Book/Conference proceeding › Conference contribution › peer-review

  • SkrGAN: Sketching-rendering unconditional generative adversarial networks for medical image synthesis

    Zhang, T., Fu, H., Zhao, Y., Cheng, J., Guo, M., Gu, Z., Yang, B., Xiao, Y., Gao, S. & Liu, J., 2019, Medical Image Computing and Computer Assisted Intervention – MICCAI 2019 - 22nd International Conference, Proceedings. Shen, D., Yap, P-T., Liu, T., Peters, T. M., Khan, A., Staib, L. H., Essert, C. & Zhou, S. (eds.). Springer Science and Business Media Deutschland GmbH, p. 777-785 9 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11767 LNCS).

    Research output: Chapter in Book/Conference proceeding › Conference contribution › peer-review

    Open Access
    43 Citations (Scopus)

  • Speckle Reduction in Optical Coherence Tomography via Super-Resolution Reconstruction

    Zhao, R., Zhao, Y., Chen, Z., Zhao, Y., Yang, J., Hu, Y., Cheng, J. & Liu, J., Jul 2019, 2019 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2019. Institute of Electrical and Electronics Engineers Inc., p. 5589-5592 4 p. 8856445. (Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS).

    Research output: Chapter in Book/Conference proceeding › Conference contribution › peer-review

    3 Citations (Scopus)

  • The Channel Attention Based Context Encoder Network for Inner Limiting Membrane Detection

    Qiu, H., Gu, Z., Mou, L., Mao, X., Fang, L., Zhao, Y., Liu, J. & Cheng, J., 2019, Ophthalmic Medical Image Analysis - 6th International Workshop, OMIA 2019, Held in Conjunction with MICCAI 2019, Proceedings. Fu, H., Garvin, M. K., MacGillivray, T., Xu, Y. & Zheng, Y. (eds.). Springer, p. 104-111 8 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11855 LNCS).

    Research output: Chapter in Book/Conference proceeding › Conference contribution › peer-review

    Open Access
    1 Citation (Scopus)

  • Topology reconstruction of tree-like structure in images via structural similarity measure and dominant set clustering

    Xie, J., Zhao, Y., Liu, Y., Su, P., Zhao, Y., Cheng, J., Zheng, Y. & Liu, J., Jun 2019, Proceedings - 2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR 2019. IEEE Computer Society, p. 8497-8505 9 p. 8953490. (Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition; vol. 2019-June).

    Research output: Chapter in Book/Conference proceeding › Conference contribution › peer-review

    Open Access
    6 Citations (Scopus)
  • 2020

    An Efficient Lens Structures Segmentation Method on AS-OCT Images

    Cao, G., Zhao, W., Higashita, R., Liu, J., Chen, W., Yuan, J., Zhang, Y. & Yang, M., Jul 2020, 42nd Annual International Conferences of the IEEE Engineering in Medicine and Biology Society: Enabling Innovative Technologies for Global Healthcare, EMBC 2020. Institute of Electrical and Electronics Engineers Inc., p. 1646-1649 4 p. 9175944. (Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS; vol. 2020-July).

    Research output: Chapter in Book/Conference proceeding › Conference contribution › peer-review

    10 Citations (Scopus)

  • A Novel Deep Learning Method for Nuclear Cataract Classification Based on Anterior Segment Optical Coherence Tomography Images

    Zhang, X., Xiao, Z., Higashita, R., Chen, W., Yuan, J., Fang, J., Hu, Y. & Liu, J., 11 Oct 2020, 2020 IEEE International Conference on Systems, Man, and Cybernetics, SMC 2020. Institute of Electrical and Electronics Engineers Inc., p. 662-668 7 p. 9283218. (Conference Proceedings - IEEE International Conference on Systems, Man and Cybernetics; vol. 2020-October).

    Research output: Chapter in Book/Conference proceeding › Conference contribution › peer-review

    26 Citations (Scopus)

  • Attention-based Saliency Hashing for Ophthalmic Image Retrieval

    Fang, J., Xu, Y., Zhang, X., Hu, Y., Liu, J. & Liu, J., 16 Dec 2020, Proceedings - 2020 IEEE International Conference on Bioinformatics and Biomedicine, BIBM 2020. Park, T., Cho, Y-R., Hu, X. T., Yoo, I., Woo, H. G., Wang, J., Facelli, J., Nam, S. & Kang, M. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 990-995 6 p. 9313536. (Proceedings - 2020 IEEE International Conference on Bioinformatics and Biomedicine, BIBM 2020).

    Research output: Chapter in Book/Conference proceeding › Conference contribution › peer-review

    Open Access
    14 Citations (Scopus)

  • Automated Corneal Nerve Segmentation Using Weighted Local Phase Tensor

    Zhao, K., Zhang, H., Zhao, Y., Xie, J., Zheng, Y., Borroni, D., Qi, H. & Liu, J., 2020, Medical Image Understanding and Analysis - 23rd Conference, MIUA 2019, Proceedings. Zheng, Y., Williams, B. M. & Chen, K. (eds.). Springer, p. 459-469 11 p. (Communications in Computer and Information Science; vol. 1065 CCIS).

    Research output: Chapter in Book/Conference proceeding › Conference contribution › peer-review

  • Cerebrovascular Segmentation in MRA via Reverse Edge Attention Network

    Zhang, H., Xia, L., Song, R., Yang, J., Hao, H., Liu, J. & Zhao, Y., 2020, Medical Image Computing and Computer Assisted Intervention – MICCAI 2020 - 23rd International Conference, Proceedings. Martel, A. L., Abolmaesumi, P., Stoyanov, D., Mateus, D., Zuluaga, M. A., Zhou, S. K., Racoceanu, D. & Joskowicz, L. (eds.). Springer Science and Business Media Deutschland GmbH, p. 66-75 10 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 12266 LNCS).

    Research output: Chapter in Book/Conference proceeding › Conference contribution › peer-review

    21 Citations (Scopus)

  • Construction of Quantitative Indexes for Cataract Surgery Evaluation Based on Deep Learning

    Gu, Y., Hu, Y., Mou, L., Hao, H. Y., Zhao, Y., Zheng, C. & Liu, J., 2020, Ophthalmic Medical Image Analysis - 7th International Workshop, OMIA 2020, Held in Conjunction with MICCAI 2020, Proceedings. Fu, H., Garvin, M. K., MacGillivray, T., Xu, Y. & Zheng, Y. (eds.). Springer Science and Business Media Deutschland GmbH, p. 195-205 11 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 12069 LNCS).

    Research output: Chapter in Book/Conference proceeding › Conference contribution › peer-review

  • CT Scan Synthesis for Promoting Computer-Aided Diagnosis Capacity of COVID-19

    Li, H., Hu, Y., Li, S., Lin, W., Liu, P., Higashita, R. & Liu, J., 2020, Intelligent Computing Theories and Application - 16th International Conference, ICIC 2020, Proceedings. Huang, D-S. & Jo, K-H. (eds.). Springer Science and Business Media Deutschland GmbH, p. 413-422 10 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 12464 LNCS).

    Research output: Chapter in Book/Conference proceeding › Conference contribution › peer-review

    12 Citations (Scopus)

  • Cycle Structure and Illumination Constrained GAN for Medical Image Enhancement

    Ma, Y., Liu, Y., Cheng, J., Zheng, Y., Ghahremani, M., Chen, H., Liu, J. & Zhao, Y., 2020, Medical Image Computing and Computer Assisted Intervention – MICCAI 2020 - 23rd International Conference, Proceedings. Martel, A. L., Abolmaesumi, P., Stoyanov, D., Mateus, D., Zuluaga, M. A., Zhou, S. K., Racoceanu, D. & Joskowicz, L. (eds.). Springer Science and Business Media Deutschland GmbH, p. 667-677 11 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 12262 LNCS).

    Research output: Chapter in Book/Conference proceeding › Conference contribution › peer-review

    16 Citations (Scopus)

  • Deep Learning with Skip Connection Attention for Choroid Layer Segmentation in OCT Images

    Mao, X., Zhao, Y., Chen, B., Ma, Y., Gu, Z., Gu, S., Yang, J., Cheng, J. & Liu, J., Jul 2020, 42nd Annual International Conferences of the IEEE Engineering in Medicine and Biology Society: Enabling Innovative Technologies for Global Healthcare, EMBC 2020. Institute of Electrical and Electronics Engineers Inc., p. 1641-1645 5 p. 9175631. (Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS; vol. 2020-July).

    Research output: Chapter in Book/Conference proceeding › Conference contribution › peer-review

    13 Citations (Scopus)

  • Encoding Structure-Texture Relation with P-Net for Anomaly Detection in Retinal Images

    Zhou, K., Xiao, Y., Yang, J., Cheng, J., Liu, W., Luo, W., Gu, Z., Liu, J. & Gao, S., 2020, Computer Vision – ECCV 2020 - 16th European Conference 2020, Proceedings. Vedaldi, A., Bischof, H., Brox, T. & Frahm, J-M. (eds.). Springer Science and Business Media Deutschland GmbH, p. 360-377 18 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 12365 LNCS).

    Research output: Chapter in Book/Conference proceeding › Conference contribution › peer-review

    Open Access
    55 Citations (Scopus)

  • Multi-scale U-net with Edge Guidance for Multimodal Retinal Image Deformable Registration

    Tian, Y., Hu, Y., Ma, Y., Hao, H., Mou, L., Yang, J., Zhao, Y. & Liu, J., Jul 2020, 42nd Annual International Conferences of the IEEE Engineering in Medicine and Biology Society: Enabling Innovative Technologies for Global Healthcare, EMBC 2020. Institute of Electrical and Electronics Engineers Inc., p. 1360-1363 4 p. 9175613. (Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS; vol. 2020-July).

    Research output: Chapter in Book/Conference proceeding › Conference contribution › peer-review

    11 Citations (Scopus)

  • Noise Redistribution and 3D Shearlet Filtering for Speckle Reduction in Optical Coherence Tomography

    Hu, Y., Yang, J., Cheng, J. & Liu, J., Apr 2020, ISBI 2020 - 2020 IEEE International Symposium on Biomedical Imaging. IEEE Computer Society, p. 1565-1569 5 p. 9098400. (Proceedings - International Symposium on Biomedical Imaging; vol. 2020-April).

    Research output: Chapter in Book/Conference proceeding › Conference contribution › peer-review

    3 Citations (Scopus)