程骏,中科院博士生导师,慈溪医工所“团队人才”研究员,2016年入选浙江省人才计划,宁波市3315团队核心成员。 2008年获得新加坡南洋理工大学博士学位,后加入松下新加坡实验室。2009年加入新加坡科研局,先后担任研究员,资深研究员,科学家,资深科学家。2017年全职加入慈溪医工所。担任医疗影像顶级期刊IEEE Transactions on Medical Imaging (中科院一区)副主编,MICCAI的领域主席, 眼科专项会议OMIA编委。
主要研究方向包括人工智能、机器视觉、模式识别、虚拟现实与增强现实、图像处理等。在智能医疗影像处理领域尤其是眼科影像处理领域作出大量工作,在TMI,TIP, TBME, MICCAI, CVPR等知名国际期刊和国际会议上发表SCI/EI论文100余篇, 其中顶级/权威期刊和顶级会议文章20余篇。
联系方式:chengjun@nimte.ac.cn
Jun Cheng received the B. E. degree in electronic engineering and information science from the University of Science and Technology of China, and the Ph. D. degree in electrical and electronic engineering from Nanyang Technological University, Singapore. In 2009, he joined the Institute for Infocomm Research, Agency of Science, Technology and Research (A*STAR), Singapore. Earlier, he worked for more than two years with Panasonic Singapore Laboratories.
He is now a professor in Cixi Institute of Biomedical Engineering, Chinese Academy of Sciences, China. He was a senior scientist and the research lead in the Intelligent Medical Imaging (iMED) department in the Institute for Infocomm Research, leading the research of medical image processing & understanding. He has developed many algorithms for automated ocular disease detection including glaucoma, age-related macular degeneration, pathological myopia. He has received the IES Prestigious Engineering Achievement Award 2013. His research interests include computer vision, image processing, medical imaging and machine learning. Previously, he worked on automatic glaucoma screening in AGLAIA project and his technology for glaucoma screening has been licensed. He is currently the PI of the Automatic Cardiac optical coherence Tomograph Image Analysis for coronary artery disease risk assessment (ACTIA) project. He has authored/co-authored many publications at prestigious journals/conferences, such as TMI, TIP, TBME, IOVS, JAMIA, MICCAI, CVPR and invented more than 10 patents. He serves as reviewers for many journal and conferences. He is currently associate editor for TMI.
Publication:
Book Chapter
- Jun Cheng, F. Yin, D. W. K. Wong, J. Liu, Automatic segmentation of retinal images for glaucoma screening, Frontiers of Medical Imaging, C. H. Chen (eds.), World Scientific, 2014
Journal
- C. W. Lim, Jun Cheng, E. L. T. Tay, H. Y. Teo, E. P. Y. Wong, V. K. Y. Yong, B. A. Lim, O. K. Hee, H. T. Wong, L. W. L. Yip, Optical coherence tomography of the macula and optic nerve head: microvascular density and test-retest repeatability in normal subjects, BMC ophthalmology, 2018.
- V. C. H. Yip, H. T. Wong, V. K. Y. Yong, B. A. Lim, O. K. Heel,Jun Cheng, H. Fu, C. W. Lim, E. L. T. Tay, R. GLoo-Valdez, H. Y. Teo, A. P. H. Lim, L. W. L. Yip, Optical coherence tomography angiography of optic disc and macular vessel density in glaucoma and healthy eyes, Journal of Glaucoma, 2018.
- Jun Cheng, "Sparse Range-constrained Learning and Its Application for Medical Image Grading", IEEE Transactions on Medical Imaging, vol. 37, no. 12, pp. 2729-2738, 2018.
- Jun Cheng, Z. Li, Z. Gu, H. Fu, D. W. K. Wong, J. Liu,"Structure-preserving Guided Retinal Image Filtering and Its Application for Optic Disc Analysis", IEEE Transactions on Medical Imaging, vol. 37, no. 11, pp. 2536-2546, 2018.
- H. Fu, Jun Cheng, Y. Xu, C. Zhang, D. W. K.Wong, J. Liu, X. Cao, "Disc-aware Ensemble Network for Glaucoma Screening from Fundus Image", IEEE Transactions on Medical Imaging, vol. 37, no. 11, pp. 2493-2501, 2018 .
- H. Fu, Jun Cheng, Y. Xu, D. W. K. Wong, J. Liu and X. Cao, Joint Optic Disc and Cup Segmentation Based on Multi-label Deep Network and Polar Transformation, IEEE Transactions on Medical Imaging, vol. 37, no 7, pp. 1597-1605, 2018.
- R. Srivastava, A. P. Yow, Jun Cheng, D. W. K. Wong, H. L. Tey, "3D graph-based skin layer segmentation in optical coherence tomography images for roughness estimation", Biomedical Optics Express, vol. 9, no. 8, pp. 3590-3606, 2018.
- A. Li, Z. Niu, Jun Cheng, F. Yin, D. W. K. Wong, S. Yan, J. Liu, Learning Supervised Descent Directions for Optic Disc Segmentation, Neurocomputing, vol. 275, pp. 350-357 2018.
- Jun Cheng, Z. Zhang, D. Tao, D. W. K. Wong, J. Liu, M. Baskaran, T. Aung, T. Y. Wong, Similarity regularized Sparse Group Lasso for Cup to Disc Ratio Computation, Biomedical Optics Express, vol. 8, issue 8, pp. 3763-3777, 2017. [PDF]
- Jun Cheng, D. Tao, D. W. K. Wong, and J. Liu, Quadratic divergence regularized SVM for Optic Disc Segmentation, Biomedical Optics Express, vol.8, issue 5, pp. 2687-2696, 2017. [PDF]
- Jun Cheng, Book Review, Advances in Imaging and Sensing, IEEE Trans. on Medical Imaging, vol. 36, NO. 3, pp. 859-860, 2017.
- Jun Cheng, D. Tao, Y. Quan, D. W. K. Wong, G. C. M. Cheung, M. Akiba and J. Liu, Speckle Reduction in 3D Optical Coherence Tomography of Retina by A-Scan Reconstruction, IEEE Trans on Medical Imaging, vol. 35, no. 10, pp. 2270-2279, 2016. (IF2015: 3.76) [PDF]
- Jun Cheng, F. Yin, D. W. K. Wong, D. Tao and J. Liu, Sparse Dissimilarity-Constrained Coding For Glaucoma Screening, IEEE Trans. on Biomedical Engineering, vol. 62, Issue 5, pp. 1395-1403, 2015.(IF2013: 2.233) [PDF]
- M. Baskaran, Jun Cheng, S. A. Perera, T. A. Tun, J. Liu and T. Aung, Automated Analysis of Angle Closure From Anterior Chamber Angle Images, Investigative Ophthalmology & Visual Science, 55(11):7669-7673, 2014. (IF2013: 3.661)
- Jun Cheng, J. Liu, Y. Xu, F. Yin, D. W. K. Wong, N. M. Tan, D. Tao, C. Y. Cheng, T. Aung and T. Y. Wong, Superpixel Classification based Optic Disc and Optic Cup Segmentation for Glaucoma Screening, IEEE Trans. on Med. Imaging, vol. 32, no. 6, pp. 1019-1032, 2013. (IF2012: 4.027) [PDF] (Selected for highlighting by A*STAR Research)
- J. Liu, Z. Zhang, D. W. K. Wong, Y. Xu, F. Yin, Jun Cheng, N. M. Tan , C. K. Kwoh, D. Xu, Y. C. Tham, T. Aung and T. Y. Wong, Automatic Glaucoma Diagnosis through Medical Imaging Informatics, Journal of the American Medical Informatics Association, 20(6):1021-7, 2013.[IF2016: ]
- Jun Cheng, D. Tao, J. Liu, D. W. K. Wong, N. M. Tan, T. Y. Wong and S. M. Saw, Peripapillary Atrophy Detection by Sparse Biologically Inspired Feature Manifold, IEEE Trans. on Med. Imaging, vol. 31, no. 12, pp. 2355-2365, 2012. (IF2012: 4.027) [PDF]
- M. H. Wong, A. Chew, H. M. Htoon, B. H. Lee, Jun Cheng, J. Liu, D. T. Tan and J. S. Mehta, Reproducibility of Corneal Graft Thickness measurements with COLGATE in patients who
have undergone DSAEK (Descemet Stripping Automated Endothelial Keratoplasty, BMC Med Imaging,12(1):25, 2012. (IF2011: 1.73) - Jun Cheng and A. C. Kot, “Steganalysis of halftone images using inverse halftoning”, Signal Processing , vol. 89, Issue 6, pp. 1000-1010, June 2009. (IF2011: 1.503) [PDF]
- Jun Cheng and A. C. Kot, “Objective distortion measure for binary text image based on edge line segment similarity”, IEEE Trans. On Image Processing, vol. 16, pp. 1691-1695, June 2007. (IF2011:3.042) [PDF]
Conference
- Jun Cheng, J. A. Lee, G. Xu, Y. Quan, E. P. Ong, and D. W. K. Wong, Motion Correction in Optical Coherence Tomography for Multi-modality Retinal Image Registration, MICCAI workshop, 2016.
- E. P. Ong, J. A. Lee, Jun Cheng, et al, A robust outlier’s elimination approach for multimodal retinal image registration, N. Navab et al. (Eds.): MICCAI 2015, Part II, LNCS 9350, pp. 329–337, 2015.
- J. A. Lee, Jun Cheng, G. Xu, et al., Registration of color and OCT fundus image using low-dimensional step pattern analysis, N. Navab et al. (Eds.): MICCAI 2015, Part II, LNCS 9350, pp. 214-221, 2015. [Dataset]
- J. A. Lee, Jun Cheng, B. H. Lee, et. al., A Low-dimensional Step Pattern Analysis Algorithm with Application to Multimodal Retinal Image Registration , in Computer Vision and Pattern Recognition (CVPR), pp.1046-1053, 2015. ~new
- Jun Cheng, L. Duan, D. W. K. Wong, D. Tao, M. Akiba, J. Liu, Speckle Reduction in Optical Coherence Tomography by Image Registration and Matrix Completion, P. Golland et al. (Eds.): MICCAI 2014, Part I, LNCS 8673, pp. 162-169, 2014. (~29%)
- Jun Cheng, L. Duan, D. W. K. Wong, M. Akiba, J. Liu, Speckle Reduction in Optical Coherence Tomography by Matrix Completion Using Bilateral Random Projection, EMBC, pp. 186-189, 2014.
- Jun Cheng, J. Liu, D. Tao, F. Yin, D. W. K. Wong, T. Y. Wong, Superpixel Classification based Optic Cup Segmentation, K. Mori et al. (Eds.): MICCAI 2013, Part III, LNCS 8151, pp. 421–428, 2013. (~32.8%)
- Jun Cheng, J. Liu, F. Yin, B. H. Lee, D. W. K. Wong, T. Aung, C. Y. Cheng, T. Y. Wong, Self-Assessment for Optic Disc Segmentation, IEEE Int. Conf. Eng. in Med. and Bio. Soc., pp. 5861-5864, 2013.
- Jun Cheng, J. Liu, Y. Xu, F. Yin, D. W. K.Wong, N. M. Tan, C. Y. Cheng, Y. C. Tham, T. Y. Wong, Superpixel Classification based Optic Disc Segmentation, Asian Conf. on Computer Vision, ACCV, Part II, LNCS 7725, pp. 293–304, 2013. (~26.8%)
- Jun Cheng, J. Liu, D. W. K.Wong, N. M. Tan, M. Baskaran, T. Y. Wong and S. M. Saw, Peripapillary Atrophy Detection by Biologically Inspired Feature, IEEE Int. Conf. Pattern Recognition, pp. 53-56, ICPR 2012.
- Jun Cheng, D. W. K. Wong, X. Cheng, J. Liu, N. M. Tan, M. Bhargava, C. M. Cheung, T. Y. Wong, Early Age-Related Macular Degeneration Detection by Focal Biologically Inspired Feature, IEEE Int. Conf. Image Processing, pp. 2805-2808, ICIP 2012.
- Jun Cheng, J. Liu, Y. Xu, F. Yin, D. W. K. Wong, B. H. Lee, C. Cheung, T. Aung, and T. Y. Wong, Superpixel Classification for Initialization in Model Based Optic Disc Segmentation, IEEE Int. Conf. Eng. in Med. and Bio. Soc., pp. 1450-1453, EMBC 2012.
- Jun Cheng, D. Tao, J. Liu, D. W. K. Wong, B. H. Lee, M. Baskaran, T. Y. Wong and T. Aung, Focal Biologically Inspired Feature for Glaucoma Type Classification, Int. Conf. on Medical Image Computing and Computer Assisted Intervention, Part III, LNCS 6893, pp. 91-98. Springer, Heidelberg, MICCAI 2011. (~30%)
- Jun Cheng, J. Liu, D. W. K. Wong, N. M. Tan, B. H. Lee, C. Cheung, M. Baskaran, T. Y. Wong and T. Aung, Focal Edge Association to Glaucoma Diagnosis, IEEE Int. Conf. Eng. in Med. and Bio. Soc., pp. 4481-4484, EMBC 2011.
- Jun Cheng, J. Liu, D. W. K. Wong, F. Yin, C. Cheung, M. Baskaran, T. Aung and T. Y. Wong, Automatic Optic Disc Segmentation with Peripapillary Atrophy Elimination, IEEE Int. Conf. Eng. in Med. and Bio. Soc., pp. 6224-6227, EMBC 2011.
- Jun Cheng, J. Liu, B. H. Lee, D. W. K. Wong, F. Yin, T. Aung, M. Baskaran, S. Perera and T. Y. Wong,Closed angle glaucoma detection in RetCam images, IEEE Int. Conf. Eng. in Med. and Bio. Soc., pp. 4096-4099, EMBC 2010.
- Jun Cheng and A. C. Kot, “Steganalysis of binary cartoon image using distortion measure”, IEEE Int. Conf. Acoustics, Speech, Signal Processing, vol. II, pp. 261-264, ICASSP 2007.
- Jun Cheng, A. C. Kot, J. Liu and H. Cao, “Detection of Data hiding in binary text images”, Proc. of IEEE ICIP, vol. III, pp73-76, 2005.
- Jun Cheng, A. C. Kot, J. Liu and H. Cao, “Steganalysis of binary text images”, IEEE Int. Conf. Acoustics, Speech, Signal Processing, pp IV 689-692, ICASSP 2005.
- Jun Cheng, A. C. Kot, J. Liu and H. Cao, “Steganalysis of data hiding in binary text images”, Proc. of IEEE International Symposium on Circuits and Systems. pp 4405-4408, ISCAS 2005.
- Jun Cheng and A. C. Kot, “Objective distortion measure for binary images”, IEEE TENCON, pp355-358, TENCON 2004.
- J. Sun, C. Wan , J. Cheng, F. Yu, J. Liu, Retinal Image Quality Classification Using Fine-Tuned CNN. In: Cardoso M. et al. (eds) Fetal, Infant and Ophthalmic Medical Image Analysis. Lecture Notes in Computer Science, vol 10554, pp 126-133, 2017.
- P. Xu , C. Wan, J. Cheng, D. Niu, J. Liu, (2017) Optic Disc Detection via Deep Learning in Fundus Images. In: Cardoso M. et al. (eds) Fetal, Infant and Ophthalmic Medical Image Analysis. Lecture Notes in Computer Science, vol 10554, pp. 134-141, 2017.
- A. P. Yow, J. Cheng A. Li, R. Srivastava, D. Wong, J. Liu, H. Tey, Automated in vivo 3D High-Definition Skin Analysis System, EMBC 2016.
- A. Li, J. Cheng, A. P. Yow, R. Srivastava, D. Wong, H. Tey, J. Liu, Automated Basal Cell Carcinoma Detection in High-Definition Optical Coherence Tomography, EMBC 2016.
- A. Li, J. Cheng, D. Wong, J. Liu, Integrating Holistic and Local Deep Features for Glaucoma Classification, EMBC 2016.
- M. Xu, J. Cheng, D. Wong, A. Taruya, A. Tanaka, J. Liu, N. Foin, P. Wong, Automatic image classification in intravascular optical coherence tomography images, IEEE Tencon, 2016.
- M. Xu, J. Cheng, D. W. K. Wong, A. Taruya, A. Tanaka and J. Liu . “Automatic Atherosclerotic Heart Disease Detection in Intracoronary Optical Coherence Tomography Images”. EMBC, 2014
- J. Liu, Y. Xu, J. Cheng, Z. Zhang, D. Wong, F. Yin, and T. Wong, "Multiple Modality Fusion for Glaucoma Diagnosis," in The International Conference on Health Informatics. vol. 42, Y.-T. Zhang, Ed., ed: Springer International Publishing, 2014, pp. 5-8.
- Y. Xu, J. Liu, J. Cheng, B. H. Lee, D. W. K. Wong, M. Baskaran, P. Shamira , T. Aung, "Automated Anterior Chamber Angle Localization and Glaucoma Type Classification in OCT Images", in 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), 2013, pp. 7380-7383.
- F. Yin, J. Liu, D. W. K. Wong, N.M. Tan, B. H. Lee, J. Cheng, Z. Zhang, Y. Xu, X. Gao, "ACHIKO-I Retinal Fundus Image Database and its Evaluation on Cup-to-Disc Ratio Measurement", in 8th IEEE Conference on Industrial Electronics and Applications (ICIEA), 2013, pp. 224-227.
- Y. Xu, J. Liu, J. Cheng, F. Yin, N. M. Tan, D. W. K. Wong, C. Y. Cheng, Y. C. Tham, T. Y. Wong, “Efficient Optic Cup Localization Based on Superpixel Classification for Glaucoma Diagnosis in Digital Fundus Images”, 21st International Conference on Pattern Recognition (ICPR),pp.49-52, 11-15 Nov 2012.
- Y. Xu, J. Liu, J. Cheng, F. Yin, N. M. Tan, D. W. K. Wong, M. Baskaran, C. Y. Cheng and T. Y. Wong,“Efficient Optic Cup Localization Using Regional Propagation Based on Retinal Structure Priors,” International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC’12), pp 1430 – 1433, 28 Aug 2012 – 01 Sep 2012.
- F. Yin, J. Liu, D. W. K. Wong, N. M. Tan, J. Cheng, C. Y. Cheng, Y. C. Tham and T. Y. Wong,“Sector-based Optic Cup Segmentation with Intensity and Blood Vessel Priors”, International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC’12), pp 1454 – 1457, 28 Aug 2012 – 01 Sep 2012.
- Z. Zhang, J. Cheng, J. Liu, C. M. Yeo, S. M. Saw, C. K. Chui,” Pathological Myopia Detection from Selective Fundus Image Features” , IEEE. Conf. on Industrial Electronics and Applications (ICIEA), 2012.
- N. M. Tan, J. Liu, D. W. K. Wong, J. Cheng, C. Cheung, M. Baskaran, T. Aung, T. Y. Wong, “An Evaluation for an Automated Left and Right Eye Identification System for Digital Fundus Images for Glaucoma Diagnosis” , Association for Research in Vision and Ophthalmology Annual Meeting (ARVO), 2012
- Y. Xu, D. Xu, S. Lin, J. Liu, J. Cheng, C. Y. Cheung, T. Aung, and T. Y. Wong, "Sliding window and regression based cup detection in digital fundus images for glaucoma diagnosis," Med Image Comput Comput Assist Interv, vol. 14, pp. 1-8, 2011.
- B. H. Lee, J. Liu, Z. Tan, E. Heng, J. Cheng, N. M. Tan, D. W. K. Wong, E. Trucco, J. Mehta, and T. Y. Wong, "Corneal graft detection for Descemet's stripping automated endothelial keratoplasty using optical coherence tomography," Conf Proc IEEE Eng Med Biol Soc, vol. 2010, pp. 3037-40, 2010.
- Z. Zhang, F. Yin, J. Liu, D. W. K. Wong, N. M. Tan, B. H. Lee, J. Cheng, and T. Y. Wong, "ORIGA(-light): an online retinal fundus image database for glaucoma analysis and research," Conf Proc IEEE Eng Med Biol Soc, vol. 2010, pp. 3065-8, 2010.