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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  • 2022

    Siamese Encoder-based Spatial-Temporal Mixer for Growth Trend Prediction of Lung Nodules on CT Scans

    Fang, J., Wang, J., Li, A., Yan, Y., Hou, Y., Song, C., Liu, H. & Liu, J., 2022, Medical Image Computing and Computer Assisted Intervention – MICCAI 2022 - 25th International Conference, Proceedings. Wang, L., Dou, Q., Fletcher, P. T., Speidel, S. & Li, S. (eds.). Springer Science and Business Media Deutschland GmbH, p. 484-494 11 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 13431 LNCS).

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

    8 Citations (Scopus)

  • SPATIAL-CONTEXT-AWARE DEEP NEURAL NETWORK FOR MULTI-CLASS IMAGE CLASSIFICATION

    Zhang, J., Zhang, Q., Ren, J., Zhao, Y. & Liu, J., 2022, 2022 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2022 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 1960-1964 5 p. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2022-May).

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

    Open Access
    10 Citations (Scopus)

  • Structure-Consistent Restoration Network for Cataract Fundus Image Enhancement

    Li, H., Liu, H., Fu, H., Shu, H., Zhao, Y., Luo, X., Hu, Y. & Liu, J., 2022, Medical Image Computing and Computer Assisted Intervention – MICCAI 2022 - 25th International Conference, Proceedings. Wang, L., Dou, Q., Fletcher, P. T., Speidel, S. & Li, S. (eds.). Springer Science and Business Media Deutschland GmbH, p. 487-496 10 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 13432 LNCS).

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

    15 Citations (Scopus)

  • SuperVessel: Segmenting High-Resolution Vessel from Low-Resolution Retinal Image

    Hu, Y., Qiu, Z., Zeng, D., Jiang, L., Lin, C. & Liu, J., 2022, Pattern Recognition and Computer Vision - 5th Chinese Conference, PRCV 2022, Proceedings. Yu, S., Zhang, J., Zhang, Z., Tan, T., Yuen, P. C., Guo, Y., Han, J. & Lai, J. (eds.). Springer Science and Business Media Deutschland GmbH, p. 178-190 13 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 13535 LNCS).

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

    4 Citations (Scopus)

  • Understanding How Fundus Image Quality Degradation Affects CNN-based Diagnosis

    Liu, H., Li, H., Wang, X., Li, H., Ou, M., Hao, L., Hu, Y. & Liu, J., 2022, 44th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2022. Institute of Electrical and Electronics Engineers Inc., p. 438-442 5 p. (Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS; vol. 2022-July).

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

    8 Citations (Scopus)

  • Unsupervised Lesion-Aware Transfer Learning for Diabetic Retinopathy Grading in Ultra-Wide-Field Fundus Photography

    Bai, Y., Hao, J., Fu, H., Hu, Y., Ge, X., Liu, J., Zhao, Y. & Zhang, J., 2022, Medical Image Computing and Computer Assisted Intervention – MICCAI 2022 - 25th International Conference, Proceedings. Wang, L., Dou, Q., Fletcher, P. T., Speidel, S. & Li, S. (eds.). Springer Science and Business Media Deutschland GmbH, p. 560-570 11 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 13432 LNCS).

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

    4 Citations (Scopus)

  • Weighted Concordance Index Loss-Based Multimodal Survival Modeling for Radiation Encephalopathy Assessment in Nasopharyngeal Carcinoma Radiotherapy

    Fang, J., Li, A., OuYang, P. Y., Li, J., Wang, J., Liu, H., Xie, F. Y. & Liu, J., 2022, Medical Image Computing and Computer Assisted Intervention – MICCAI 2022 - 25th International Conference, Proceedings. Wang, L., Dou, Q., Fletcher, P. T., Speidel, S. & Li, S. (eds.). Springer Science and Business Media Deutschland GmbH, p. 191-201 11 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 13437 LNCS).

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

    Open Access
    1 Citation (Scopus)
  • 2021

    3D vessel reconstruction in OCT-angiography via depth map estimation

    Yu, S., Xie, J., Hao, J., Zheng, Y., Zhang, J., Hu, Y., Liu, J. & Zhao, Y., 13 Apr 2021, 2021 IEEE 18th International Symposium on Biomedical Imaging, ISBI 2021. IEEE Computer Society, p. 1609-1613 5 p. 9434042. (Proceedings - International Symposium on Biomedical Imaging; vol. 2021-April).

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

    Open Access
    8 Citations (Scopus)

  • A 3D CNN-based Multi-task Learning for Cataract screening and left and right eye classification on 3D AS-OCT images

    Xiao, Z., Zhang, X., Higashita, R., Chen, W., Yuan, J. & Liu, J., 13 Aug 2021, Proceedings of the 2021 3rd International Conference on Intelligent Medicine and Health, ICIMH 2021. Association for Computing Machinery, p. 1-7 7 p. (ACM International Conference Proceeding Series).

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

    2 Citations (Scopus)

  • A Multi-branch Hybrid Transformer Network for Corneal Endothelial Cell Segmentation

    Zhang, Y., Higashita, R., Fu, H., Xu, Y., Zhang, Y., Liu, H., Zhang, J. & Liu, J., 2021, Medical Image Computing and Computer Assisted Intervention – MICCAI 2021 - 24th International Conference, Proceedings. de Bruijne, M., de Bruijne, M., Cattin, P. C., Cotin, S., Padoy, N., Speidel, S., Zheng, Y. & Essert, C. (eds.). Springer Science and Business Media Deutschland GmbH, p. 99-108 10 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 12901 LNCS).

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

    41 Citations (Scopus)

  • A Multi-Scale Self-Attention Network for Diabetic Retinopathy Retrieval

    Zeng, M., Fang, J., Miao, H., Zhang, T. & Liu, J., 13 Aug 2021, ICCCV 2021 - Proceedings of the 4th International Conference on Control and Computer Vision. Association for Computing Machinery, p. 101-106 6 p. (ACM International Conference Proceeding Series).

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

  • Cross-Domain Depth Estimation Network for 3D Vessel Reconstruction in OCT Angiography

    Yu, S., Liu, Y., Zhang, J., Xie, J., Zheng, Y., Liu, J. & Zhao, Y., 2021, Medical Image Computing and Computer Assisted Intervention – MICCAI 2021 - 24th International Conference, Proceedings. de Bruijne, M., Cattin, P. C., Cotin, S., Padoy, N., Speidel, S., Zheng, Y. & Essert, C. (eds.). Springer Science and Business Media Deutschland GmbH, p. 13-23 11 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 12908 LNCS).

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

    Open Access
    4 Citations (Scopus)

  • Gated Channel Attention Network for Cataract Classification on AS-OCT Image

    Xiao, Z., Zhang, X., Higashita, R., Hu, Y., Yuan, J., Chen, W. & Liu, J., 2021, Neural Information Processing - 28th International Conference, ICONIP 2021, Proceedings. Mantoro, T., Lee, M., Ayu, M. A., Wong, K. W. & Hidayanto, A. N. (eds.). Springer Science and Business Media Deutschland GmbH, p. 357-368 12 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 13110 LNCS).

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

    10 Citations (Scopus)

  • Guided Adversarial Adaptation Network for Retinal and Choroidal Layer Segmentation

    Zhao, J., Zhang, J., Deng, B., Zheng, Y., Liu, J., Song, R. & Zhao, Y., 2021, Ophthalmic Medical Image Analysis - 8th International Workshop, OMIA 2021, Held in Conjunction with MICCAI 2021, Proceedings. Fu, H., Garvin, M. K., MacGillivray, T., Xu, Y. & Zheng, Y. (eds.). Springer Science and Business Media Deutschland GmbH, p. 82-91 10 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 12970 LNCS).

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

  • Hierarchical Features Integration and Attention Iteration Network for Juvenile Refractive Power Prediction

    Zhang, Y., Higashita, R., Long, G., Li, R., Santo, D. & Liu, J., 2021, Neural Information Processing - 28th International Conference, ICONIP 2021, Proceedings. Mantoro, T., Lee, M., Ayu, M. A., Wong, K. W. & Hidayanto, A. N. (eds.). Springer Science and Business Media Deutschland GmbH, p. 479-490 12 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 13109 LNCS).

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

  • Juvenile Refractive Power Prediction Based on Corneal Curvature and Axial Length via a Domain Knowledge Embedding Network

    Zhang, Y., Higashita, R., Xu, Y., Santo, D., Hu, Y., Long, G. & Liu, J., 2021, Ophthalmic Medical Image Analysis - 8th International Workshop, OMIA 2021, Held in Conjunction with MICCAI 2021, Proceedings. Fu, H., Garvin, M. K., MacGillivray, T., Xu, Y. & Zheng, Y. (eds.). Springer Science and Business Media Deutschland GmbH, p. 92-100 9 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 12970 LNCS).

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

  • Learning from Human Uncertainty by Choquet Integral for Optic Disc Segmentation

    Qiu, H., Su, P., Jiang, S., Yue, X., Zhao, Y. & Liu, J., 13 Aug 2021, ICCCV 2021 - Proceedings of the 4th International Conference on Control and Computer Vision. Association for Computing Machinery, p. 7-12 6 p. (ACM International Conference Proceeding Series).

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

    Open Access
    2 Citations (Scopus)

  • Memory-assisted dual-end adaptation network for choroid segmentation in multi-domain optical coherence tomography

    Chai, Z., Yang, J., Zhou, K., Chen, Z., Zhao, Y., Gao, S. & Liu, J., 13 Apr 2021, 2021 IEEE 18th International Symposium on Biomedical Imaging, ISBI 2021. IEEE Computer Society, p. 1614-1617 4 p. 9433866. (Proceedings - International Symposium on Biomedical Imaging; vol. 2021-April).

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

    2 Citations (Scopus)

  • Multimedia Meets Archaeology: A Novel Interdisciplinary Teaching Approach

    Zhang, X., Wei, J., Ye, S., Xiao, Z., Hu, Y., Tang, J. & Liu, J., 2021, Proceedings - 2021 IEEE Frontiers in Education Conference, FIE 2021. Institute of Electrical and Electronics Engineers Inc., (Proceedings - Frontiers in Education Conference, FIE; vol. 2021-October).

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

  • Osteoporosis Diagnosis Based on Ultrasound Radio Frequency Signal via Multi-channel Convolutional Neural Network

    Chen, Z., Luo, W., Zhang, Q., Lei, B., Wang, T., Chen, Z., Fu, Y., Guo, P., Li, C., Ma, T., Ding, Y. & Liu, J., 2021, 43rd Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2021. Institute of Electrical and Electronics Engineers Inc., p. 832-835 4 p. (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

    9 Citations (Scopus)

  • Restoration of cataract fundus images via unsupervised domain adaptation

    Li, H., Liu, H., Hu, Y., Higashita, R., Zhao, Y., Qi, H. & Liu, J., 13 Apr 2021, 2021 IEEE 18th International Symposium on Biomedical Imaging, ISBI 2021. IEEE Computer Society, p. 516-520 5 p. 9433795. (Proceedings - International Symposium on Biomedical Imaging; vol. 2021-April).

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

    15 Citations (Scopus)

  • rPPG-based spoofing detection for face mask attack using efficientnet on weighted spatial-temporal representation

    Yao, C., Wang, S., Zhang, J., He, W., Du, H., Ren, J., Bai, R. & Liu, J., 2021, 2021 IEEE International Conference on Image Processing, ICIP 2021 - Proceedings. IEEE Computer Society, p. 3872-3876 5 p. (Proceedings - International Conference on Image Processing, ICIP; vol. 2021-September).

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

    18 Citations (Scopus)

  • Surgical instrument segmentation based on multi-scale and multi-level feature network

    Wang, Y., Qiu, Z., Hu, Y., Chen, H., Ye, F. & Liu, J., 2021, 43rd Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2021. Institute of Electrical and Electronics Engineers Inc., p. 2672-2675 4 p. (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 Role of Spatial Alignment in Multimodal Medical Image Fusion Using Deep Learning for Diagnostic Problems

    Wang, X., Shu, K., Kuang, H., Luo, S., Jin, R. & Liu, J., 13 Aug 2021, Proceedings of the 2021 3rd International Conference on Intelligent Medicine and Health, ICIMH 2021. Association for Computing Machinery, p. 40-46 7 p. (ACM International Conference Proceeding Series).

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

    2 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

    13 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

    28 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
    15 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

    31 Citations (Scopus)

  • Classification of Retinal Vessels into Artery-Vein in OCT Angiography Guided by Fundus Images

    Xie, J., Liu, Y., Zheng, Y., Su, P., Hu, Y., Yang, J., 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. 117-127 11 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

    6 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

    1 Citation (Scopus)

  • 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

    18 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

    14 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
    69 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

    12 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)

  • Open-Appositional-Synechial Anterior Chamber Angle Classification in AS-OCT Sequences

    Hao, H., Fu, H., Xu, Y., Yang, J., Li, F., Zhang, X., 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. 715-724 10 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 12265 LNCS).

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

    5 Citations (Scopus)

  • Open-Set OCT Image Recognition with Synthetic Learning

    Xiao, Y., Gao, S., Chai, Z., Zhou, K., Zhang, T., Zhao, Y., Cheng, J. & Liu, J., Apr 2020, ISBI 2020 - 2020 IEEE International Symposium on Biomedical Imaging. IEEE Computer Society, p. 1788-1792 5 p. 9098320. (Proceedings - International Symposium on Biomedical Imaging; vol. 2020-April).

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

    8 Citations (Scopus)

  • Perceptual-Assisted Adversarial Adaptation for Choroid Segmentation in Optical Coherence Tomography

    Chai, Z., Zhou, K., Yang, J., Ma, Y., Chen, Z., Gao, S. & Liu, J., Apr 2020, ISBI 2020 - 2020 IEEE International Symposium on Biomedical Imaging. IEEE Computer Society, p. 1966-1970 5 p. 9098346. (Proceedings - International Symposium on Biomedical Imaging; vol. 2020-April).

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

    Open Access
    18 Citations (Scopus)

  • Probabilistic latent factor model for collaborative filtering with Bayesian inference

    Fang, J., Zhang, X., Hu, Y., Xu, Y., Yang, M. & Liu, J., 2020, Proceedings of ICPR 2020 - 25th International Conference on Pattern Recognition. Institute of Electrical and Electronics Engineers Inc., p. 73-80 8 p. 9412376. (Proceedings - International Conference on Pattern Recognition).

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

    Open Access

  • Reconstruction and Quantification of 3D Iris Surface for Angle-Closure Glaucoma Detection in Anterior Segment OCT

    Hao, J., Fu, H., Xu, Y., Hu, Y., Li, F., Zhang, X., 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. 704-714 11 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 12265 LNCS).

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

    Open Access
    7 Citations (Scopus)

  • Sparse-Gan: Sparsity-Constrained Generative Adversarial Network for Anomaly Detection in Retinal OCT Image

    Zhou, K., Gao, S., Cheng, J., Gu, Z., Fu, H., Tu, Z., Yang, J., Zhao, Y. & Liu, J., Apr 2020, ISBI 2020 - 2020 IEEE International Symposium on Biomedical Imaging. IEEE Computer Society, p. 1227-1231 5 p. 9098374. (Proceedings - International Symposium on Biomedical Imaging; vol. 2020-April).

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

    Open Access
    62 Citations (Scopus)

  • SUNet: A Lesion Regularized Model for Simultaneous Diabetic Retinopathy and Diabetic Macular Edema Grading

    Tu, Z., Gao, S., Zhou, K., Chen, X., Fu, H., Gu, Z., Cheng, J., Yu, Z. & Liu, J., Apr 2020, ISBI 2020 - 2020 IEEE International Symposium on Biomedical Imaging. IEEE Computer Society, p. 1378-1382 5 p. 9098673. (Proceedings - International Symposium on Biomedical Imaging; vol. 2020-April).

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

    28 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

    21 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

    198 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

    13 Citations (Scopus)