Prof Jiang Liu

Research output

Research output per year 2003 2010 2019 2020 2021 2022 2023 2024

• 271 Conference contribution
• 133 Article
• 7 Book Chapter
• 7 Review article
• 16 More
  • 6 Conference article
  • 5 Editorial
  • 3 Paper
  • 2 Comment/debate

Research output per year

Research output per year

Search results

• 2019

  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

  • Imaging techniques 100%
  • Topology 88%
  6 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

  • Optics 100%
  • Image analysis 18%
  • Experiments 6%
  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

  • Cortex 100%
  • Segmentation 86%
  • Nucleus 85%
  • Pipelines 54%
  • Optical tomography 48%
  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

  • Convolutional neural networks 100%
  • Image classification 58%
  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

  • Pooling 100%
  • Optics 96%
  • Pyramid 95%
  • Segmentation 90%
  • Convolution 74%
  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

  • Image Quality 100%
  • Grading 70%
  • Image quality 57%
  • Experimental Results 31%
  • Multi-task Learning 26%
  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

  • Image Analysis 100%
  • Labeling 78%
  • Image analysis 77%
  • Neural Networks 75%
  • Convolutional neural networks 73%
  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

  • Object Detection 100%
  • Optics 72%
  • Screening 63%
  • Object detection 58%
  • Segmentation 22%
  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

  • Image resolution 100%
  • Diabetic Retinopathy 98%
  • Deep neural networks 90%
  • Convolutional neural networks 84%
  • Labels 79%
  77 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

  • Optical Coherence Tomography 100%
  • Screening 85%
  • Optical tomography 70%
  • Angle 64%
  • Closure 61%
  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

  • Informatics 100%
  • Eye Diseases 82%
  • Degenerative Myopia 25%
  • Support Vector Machine 19%
  • Macular Degeneration 16%
  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

  • Blood vessels 100%
  • Optic Disk 95%
  • Optics 88%
  • Glaucoma 80%
  • Blood Vessels 50%
  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

  • Arteries 100%
  • Veins 96%
  • Clustering 68%
  • Annotation 66%
  • Vessel 58%
  35 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

  • Retinal Vessels 100%
  • Cluster Analysis 76%
  • Topology 57%
  • Set theory 54%
  • Blood Vessels 50%
  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

  • Saliency 100%
  • Spatial distribution 61%
  • Image analysis 53%
  • Tuning 43%
  • Uniqueness 40%
  23 Citations (Scopus)
• 2017

  AQUIR-a system to generate quantitative and customized vision measurement template

  Quan, Y., Lee, B. H., Yow, A. P., Zhang, Z., Wong, D. W. K. & Liu, J., 8 Feb 2017, Proceedings of the 2016 IEEE Region 10 Conference, TENCON 2016. Institute of Electrical and Electronics Engineers Inc., p. 1540-1543 4 p. 7848274. (IEEE Region 10 Annual International Conference, Proceedings/TENCON).

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

• Automatic image classification in intravascular optical coherence tomography images

  Xu, M., Cheng, J., Wong, D. W. K., Taruya, A., Tanaka, A., Liu, J., Foin, N. & Wong, P., 8 Feb 2017, Proceedings of the 2016 IEEE Region 10 Conference, TENCON 2016. Institute of Electrical and Electronics Engineers Inc., p. 1544-1547 4 p. 7848275. (IEEE Region 10 Annual International Conference, Proceedings/TENCON).

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

  • Optical tomography 100%
  • Image classification 77%
  • Speckle 14%
  • Support vector machines 9%
  • Textures 9%
  5 Citations (Scopus)

• Automatic localization of optic disc based on deep learning in fundus images

  Niu, D., Xu, P., Wan, C., Cheng, J. & Liu, J., 29 Nov 2017, 2017 IEEE 2nd International Conference on Signal and Image Processing, ICSIP 2017. Institute of Electrical and Electronics Engineers Inc., p. 208-212 5 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

  • Optics 100%
  • Deep learning 86%
  • Convolution 35%
  • Neural networks 21%
  • Image analysis 11%
  19 Citations (Scopus)

• Eye movement correction for 3D OCT volume by using saliency and center bias constraint

  Fu, H., Xu, Y., Wong, D. W. K. & Liu, J., 8 Feb 2017, Proceedings of the 2016 IEEE Region 10 Conference, TENCON 2016. Institute of Electrical and Electronics Engineers Inc., p. 1536-1539 4 p. 7848273. (IEEE Region 10 Annual International Conference, Proceedings/TENCON).

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

  • Optical tomography 100%
  • Eye movements 82%
  • Image registration 16%
  • Image analysis 13%
  • Scanning 11%
  3 Citations (Scopus)

• 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

  • Long short-term memory 100%
  • Object recognition 89%
  • Object detection 88%
  • Convolution 84%
  • Deep learning 76%
  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

  • Optical tomography 100%
  • Microvessels 73%
  • Optical Coherence Tomography 73%
  • Glaucoma 69%
  • Retina 63%
  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

  • Deep Learning 100%
  • Diabetic Retinopathy 76%
  • Screening 67%
  • Image quality 67%
  • Deep learning 64%
  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

  • Optics 100%
  • Learning 71%
  • Pixel 70%
  • Deep learning 69%
  • Pixels 44%
  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

  • Image Quality 100%
  • Screening 57%
  • Image quality 57%
  • Image classification 33%
  • Image Classification 25%
  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

  • Hidden Markov models 100%
  • Trajectories 51%
  • Robots 31%
  • Virtual reality 21%
  4 Citations (Scopus)
• 2016

  Automated basal cell carcinoma detection in high-definition optical coherence tomography

  Li, A., Cheng, J., Yow, A. P., Srivastava, R., Wong, D. W. K., Tey, H. L. & Liu, J., 13 Oct 2016, 2016 38th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2016. Institute of Electrical and Electronics Engineers Inc., p. 2885-2888 4 p. 7591332. (Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS; vol. 2016-October).

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

  • Optical tomography 100%
  • Basal Cell Carcinoma 83%
  • Optical Coherence Tomography 73%
  • Cells 71%
  • Skin 63%
  4 Citations (Scopus)

• Automated in vivo 3D high-definition optical coherence tomography skin analysis system

  Yow, A. P., Cheng, J., Li, A., Srivastava, R., Liu, J., Wong, D. W. K. & Tey, H. L., 13 Oct 2016, 2016 38th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2016. Institute of Electrical and Electronics Engineers Inc., p. 3895-3898 4 p. 7591579. (Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS; vol. 2016-October).

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

  • Optical tomography 100%
  • Optical Coherence Tomography 73%
  • Skin 63%
  • Epidermis 18%
  • Skin Diseases 17%
  10 Citations (Scopus)

• Automatic anterior chamber angle structure segmentation in AS-OCT image based on label transfer

  Fu, H., Xu, Y., Wong, D. W. K., Liu, J., Baskaran, M., Perera, S. A. & Aung, T., 13 Oct 2016, 2016 38th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2016. Institute of Electrical and Electronics Engineers Inc., p. 1288-1291 4 p. 7590942. (Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS; vol. 2016-October).

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

  • Optical tomography 100%
  • Anterior Chamber 79%
  • Optical Coherence Tomography 73%
  • Labels 62%
  • Iris 40%
  15 Citations (Scopus)

• Axial alignment for anterior segment swept source optical coherence tomography via robust low-rank tensor recovery

  Xu, Y., Duan, L., Fu, H., Zhang, X., Wong, D. W. K., Mani, B., Aung, T. & Liu, J., 2016, Medical Image Computing and Computer-Assisted Intervention - MICCAI 2016 - 19th International Conference, Proceedings. Joskowicz, L., Sabuncu, M. R., Wells, W., Unal, G. & Ourselin, S. (eds.). Springer Verlag, p. 441-449 9 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 9902 LNCS).

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

  • Optical Coherence Tomography 100%
  • Optical tomography 70%
  • Tensor Rank 69%
  • Sweep 61%
  • Alignment 59%
  3 Citations (Scopus)

• Deepvessel: Retinal vessel segmentation via deep learning and conditional random field

  Fu, H., Xu, Y., Lin, S., Wong, D. W. K. & Liu, J., 2016, Medical Image Computing and Computer-Assisted Intervention - MICCAI 2016 - 19th International Conference, Proceedings. Unal, G., Ourselin, S., Joskowicz, L., Sabuncu, M. R. & Wells, W. (eds.). Springer Verlag, p. 132-139 8 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 9901 LNCS).

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

  • Conditional Random Fields 100%
  • Vessel 71%
  • Segmentation 71%
  • Convolutional neural networks 53%
  • Learning 53%
  391 Citations (Scopus)

• Graph based lumen segmentation in optical coherence tomography images

  Xu, M., Cheng, J., Wong, D. W. K., Liu, J., Taruya, A. & Tanaka, A., 26 Apr 2016, 2015 10th International Conference on Information, Communications and Signal Processing, ICICS 2015. Institute of Electrical and Electronics Engineers Inc., 7459951. (2015 10th International Conference on Information, Communications and Signal Processing, ICICS 2015).

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

  • Optical tomography 100%
  • Wire 27%
  • Image resolution 19%
  • Imaging systems 19%
  10 Citations (Scopus)

• Integrating holistic and local deep features for glaucoma classification

  Li, A., Cheng, J., Wong, D. W. K. & Liu, J., 13 Oct 2016, 2016 38th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2016. Institute of Electrical and Electronics Engineers Inc., p. 1328-1331 4 p. 7590952. (Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS; vol. 2016-October).

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

  • Image classification 100%
  • Optics 97%
  • Image analysis 89%
  • Glaucoma 89%
  • Datasets 74%
  68 Citations (Scopus)

• Retinal vessel segmentation via deep learning network and fully-connected conditional random fields

  Fu, H., Xu, Y., Wong, D. W. K. & Liu, J., 15 Jun 2016, 2016 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, ISBI 2016 - Proceedings. IEEE Computer Society, p. 698-701 4 p. 7493362. (Proceedings - International Symposium on Biomedical Imaging; vol. 2016-June).

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

  • Deep Learning 100%
  • Retinal Vessels 85%
  • Deep learning 64%
  • Medical applications 27%
  • Convolutional neural networks 21%
  257 Citations (Scopus)

• Semantic reconstruction-based nuclear cataract grading from slit-lamp lens images

  Xu, Y., Duan, L., Wong, D. W. K., Wong, T. Y. & Liu, J., 2016, Medical Image Computing and Computer-Assisted Intervention - MICCAI 2016 - 19th International Conference, Proceedings. Joskowicz, L., Sabuncu, M. R., Wells, W., Unal, G. & Ourselin, S. (eds.). Springer Verlag, p. 458-466 9 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 9902 LNCS).

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

  • Lens 100%
  • Grading 89%
  • Electric lamps 87%
  • Lenses 80%
  • Semantics 67%
  10 Citations (Scopus)

• Similarity-weighted linear reconstruction of anterior chamber angles for glaucoma classification

  Xu, Y., Liu, J., Wong, D. W. K., Baskaran, M., Perera, S. A. & Aung, T., 15 Jun 2016, 2016 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, ISBI 2016 - Proceedings. IEEE Computer Society, p. 693-697 5 p. 7493361. (Proceedings - International Symposium on Biomedical Imaging; vol. 2016-June).

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

  • Malocclusion 100%
  • Anterior Chamber 93%
  • Glaucoma 81%
  • Computer vision 18%
  • Datasets 17%
  5 Citations (Scopus)

• Skin surface topographic assessment using in vivo high-definition optical coherence tomography

  Yow, A. P., Cheng, J., Li, A., Wall, C., Wong, D. W. K., Liu, J. & Tey, H. L., 26 Apr 2016, 2015 10th International Conference on Information, Communications and Signal Processing, ICICS 2015. Institute of Electrical and Electronics Engineers Inc., 7459853. (2015 10th International Conference on Information, Communications and Signal Processing, ICICS 2015).

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

  • Optical tomography 100%
  • Skin 63%
  • Surface topography 44%
  • Surface roughness 10%
  • Imaging techniques 9%
  6 Citations (Scopus)
• 2015

  A cloud-based system for automatic glaucoma screening

  Yin, F., Wong, D. W. K., Quan, Y., Yow, A. P., Tan, N. M., Gopalakrishnan, K., Lee, B. H., Xu, Y., Zhang, Z., Cheng, J. & Liu, J., 4 Nov 2015, 2015 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2015. Institute of Electrical and Electronics Engineers Inc., p. 1596-1599 4 p. 7318679. (Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS; vol. 2015-November).

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

  • Glaucoma 100%
  • Screening 97%
  • Computer Systems 41%
  • Eye Diseases 36%
  • Disease Management 34%
  6 Citations (Scopus)

• A low-dimensional step pattern analysis algorithm with application to multimodal retinal image registration

  Lee, J. A., Cheng, J., Lee, B. H., Ong, E. P., Xu, G., Wong, D. W. K., Liu, J., Laude, A. & Lim, T. H., 14 Oct 2015, IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2015. IEEE Computer Society, p. 1046-1053 8 p. 7298707. (Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition; vol. 07-12-June-2015).

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

  • Image registration 100%
  • Data storage equipment 10%
  30 Citations (Scopus)

• An augmented reality assistance platform for eye laser surgery

  Ong, E. P., Lee, J. A., Cheng, J., Lee, B. H., Xu, G., Laude, A., Teoh, S., Lim, T. H., Wong, D. W. K. & Liu, J., 4 Nov 2015, 2015 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2015. Institute of Electrical and Electronics Engineers Inc., p. 4326-4329 4 p. 7319352. (Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS; vol. 2015-November).

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

  • Laser surgery 100%
  • Augmented Reality 82%
  • Laser Therapy 60%
  • Augmented reality 57%
  • Lasers 45%
  5 Citations (Scopus)

• A robust outlier elimination approach for multimodal retina image registration

  Ong, E. P., Lee, J. A., Cheng, J., Xu, G., Lee, B. H., Laude, A., Teoh, S., Lim, T. H., Wong, D. W. K. & Liu, J., 2015, Medical Image Computing and Computer-Assisted Intervention - MICCAI 2015 - 18th International Conference, Proceedings. Hornegger, J., Frangi, A. F., Wells, W. M., Frangi, A. F., Navab, N., Hornegger, J., Navab, N., Wells, W. M., Wells, W. M., Frangi, A. F., Hornegger, J. & Navab, N. (eds.). Springer Verlag, p. 329-337 9 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 9350).

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

  Open Access

  • Retina 100%
  • Image Registration 99%
  • Image registration 75%
  • Least Trimmed Squares 69%
  • Outlier 65%
  8 Citations (Scopus)

• Automatic feature learning for glaucoma detection based on deep learning

  Chen, X., Xu, Y., Yan, S., Wong, D. W. K., Wong, T. Y. & Liu, J., 2015, Medical Image Computing and Computer-Assisted Intervention – MICCAI 2015 - 18th International Conference, Proceedings. Frangi, A. F., Navab, N., Hornegger, J. & Wells, W. M. (eds.). Springer Verlag, p. 669-677 9 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 9351).

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

  Open Access

  • Neural Networks 100%
  • Convolutional neural networks 96%
  • Learning 96%
  • Deep learning 94%
  • Structure Learning 55%
  134 Citations (Scopus)

• Discriminative feature selection for multiple ocular diseases classification by sparse induced graph regularized group lasso

  Chen, X., Xu, Y., Yan, S., Chua, T. S., Wong, D. W. K., Wong, T. Y. & Liu, J., 2015, Medical Image Computing and Computer-Assisted Intervention - MICCAI 2015 - 18th International Conference, Proceedings. Hornegger, J., Frangi, A. F., Wells, W. M., Frangi, A. F., Navab, N., Hornegger, J., Navab, N., Wells, W. M., Wells, W. M., Frangi, A. F., Hornegger, J. & Navab, N. (eds.). Springer Verlag, p. 11-19 9 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 9350).

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

  Open Access

  • Feature Selection 100%
  • Lasso 87%
  • Feature extraction 57%
  • Graph in graph theory 34%
  • Regularization 25%
  2 Citations (Scopus)

• Epidermal segmentation in high-definition optical coherence tomography

  Li, A., Cheng, J., Yow, A. P., Wall, C., Wong, D. W. K., Tey, H. L. & Liu, J., 4 Nov 2015, 2015 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2015. Institute of Electrical and Electronics Engineers Inc., p. 3045-3048 4 p. 7319034. (Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS; vol. 2015-November).

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

  • Optical tomography 100%
  • Optical Coherence Tomography 73%
  • Epidermis 72%
  • Skin 63%
  • Tissue 20%
  26 Citations (Scopus)

• Glaucoma detection based on deep convolutional neural network

  Chen, X., Xu, Y., Kee Wong, D. W., Wong, T. Y. & Liu, J., 4 Nov 2015, 2015 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2015. Institute of Electrical and Electronics Engineers Inc., p. 715-718 4 p. 7318462. (Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS; vol. 2015-November).

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

  • Deep neural networks 100%
  • Glaucoma 98%
  • Convolutional neural networks 93%
  • Deep learning 92%
  • Deep Learning 71%
  293 Citations (Scopus)

• Growcut-based drusen segmentation for age-related macular degeneration detection

  Liu, H., Xu, Y., Wong, D. W. K. & Liu, J., 27 Feb 2015, 2014 IEEE Visual Communications and Image Processing Conference, VCIP 2014. Institute of Electrical and Electronics Engineers Inc., p. 161-164 4 p. 7051529. (2014 IEEE Visual Communications and Image Processing Conference, VCIP 2014).

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

  Open Access

  • Labels 100%
  • Aging of materials 31%
  3 Citations (Scopus)

• Multiple ocular diseases detection based on joint sparse multi-task learning

  Chen, X., Xu, Y., Yin, F., Zhang, Z., Wong, D. W. K., Wong, T. Y. & Liu, J., 4 Nov 2015, 2015 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2015. Institute of Electrical and Electronics Engineers Inc., p. 5260-5263 4 p. 7319578. (Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS; vol. 2015-November).

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

  • Multi-task learning 100%
  • Eye Diseases 77%
  • Degenerative Myopia 60%
  • Learning 55%
  • Joints 53%
  7 Citations (Scopus)

• Object-based RGBD image co-segmentation with mutex constraint

  Fu, H., Xu, D., Lin, S. & Liu, J., 14 Oct 2015, IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2015. IEEE Computer Society, p. 4428-4436 9 p. 7299072. (Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition; vol. 07-12-June-2015).

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

  • Graph structures 100%
  • Image processing 63%
  • Experiments 28%
  88 Citations (Scopus)

• Red lesion detection in retinal fundus images using Frangi-based filters

  Srivastava, R., Wong, D. W. K., Duan, L., Liu, J. & Wong, T. Y., 4 Nov 2015, 2015 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2015. Institute of Electrical and Electronics Engineers Inc., p. 5663-5666 4 p. 7319677. (Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS; vol. 2015-November).

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

  • Blood vessels 100%
  • Support vector machines 68%
  • Microaneurysm 62%
  • Classifiers 60%
  • Diabetic Retinopathy 44%
  39 Citations (Scopus)

• Registration of color and OCT fundus images using low-dimensional step pattern analysis

  Lee, J. A., Cheng, J., Xu, G., Ong, E. P., Lee, B. H., Wong, D. W. K. & Liu, J., 2015, Medical Image Computing and Computer-Assisted Intervention - MICCAI 2015 - 18th International Conference, Proceedings. Hornegger, J., Frangi, A. F., Wells, W. M., Frangi, A. F., Navab, N., Hornegger, J., Navab, N., Wells, W. M., Wells, W. M., Frangi, A. F., Hornegger, J. & Navab, N. (eds.). Springer Verlag, p. 214-221 8 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 9350).

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

  Open Access

  • Optical Coherence Tomography 100%
  • Pattern Analysis 77%
  • Optical tomography 70%
  • Registration 66%
  • Descriptors 60%
  8 Citations (Scopus)

• Retina verification using a combined points and edges approach

  Ong, E. P., Xu, Y., Wong, D. W. K. & Liu, J., 9 Dec 2015, 2015 IEEE International Conference on Image Processing, ICIP 2015 - Proceedings. IEEE Computer Society, p. 2720-2724 5 p. 7351297. (Proceedings - International Conference on Image Processing, ICIP; vol. 2015-December).

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

  • Authentication 100%
  • Image registration 65%
  • Biometrics 57%
  7 Citations (Scopus)