Towards Label-Free 3D Segmentation of Optical Coherence Tomography Images of the Optic Nerve Head Using Deep Learning

Autor: Devalla, Sripad Krishna, Pham, Tan Hung, Panda, Satish Kumar, Zhang, Liang, Subramanian, Giridhar, Swaminathan, Anirudh, Yun, Chin Zhi, Rajan, Mohan, Mohan, Sujatha, Krishnadas, Ramaswami, Senthil, Vijayalakshmi, de Leon, John Mark S., Tun, Tin A., Cheng, Ching-Yu, Schmetterer, Leopold, Perera, Shamira, Aung, Tin, Thiery, Alexandre H., Girard, Michael J. A.

Since the introduction of optical coherence tomography (OCT), it has been possible to study the complex 3D morphological changes of the optic nerve head (ONH) tissues that occur along with the progression of glaucoma. Although several deep learning (

Externí odkaz: http://arxiv.org/abs/2002.09635

Towards label-free 3D segmentation of optical coherence tomography images of the optic nerve head using deep learning.

Autor: Devalla SK; Ophthalmic Engineering & Innovation Laboratory, Department of Biomedical Engineering, Faculty of Engineering, National University of Singapore, Singapore., Pham TH; Ophthalmic Engineering & Innovation Laboratory, Department of Biomedical Engineering, Faculty of Engineering, National University of Singapore, Singapore.; Singapore Eye Research Institute, Singapore National Eye Centre, Singapore., Panda SK; Ophthalmic Engineering & Innovation Laboratory, Department of Biomedical Engineering, Faculty of Engineering, National University of Singapore, Singapore., Zhang L; Ophthalmic Engineering & Innovation Laboratory, Department of Biomedical Engineering, Faculty of Engineering, National University of Singapore, Singapore., Subramanian G; Ophthalmic Engineering & Innovation Laboratory, Department of Biomedical Engineering, Faculty of Engineering, National University of Singapore, Singapore., Swaminathan A; Ophthalmic Engineering & Innovation Laboratory, Department of Biomedical Engineering, Faculty of Engineering, National University of Singapore, Singapore., Yun CZ; Ophthalmic Engineering & Innovation Laboratory, Department of Biomedical Engineering, Faculty of Engineering, National University of Singapore, Singapore., Rajan M; Rajan Eye Care Hospital, Chennai, India., Mohan S; Rajan Eye Care Hospital, Chennai, India., Krishnadas R; Glaucoma Services, Aravind Eye Care Systems, Madurai, India., Senthil V; Glaucoma Services, Aravind Eye Care Systems, Madurai, India., De Leon JMS; Department of Health Eye Center, East Avenue Medical Center, Quezon City, Philippines., Tun TA; Ophthalmic Engineering & Innovation Laboratory, Department of Biomedical Engineering, Faculty of Engineering, National University of Singapore, Singapore.; Singapore Eye Research Institute, Singapore National Eye Centre, Singapore., Cheng CY; Singapore Eye Research Institute, Singapore National Eye Centre, Singapore.; Ophthalmology & Visual Sciences Academic Clinical Program (Eye ACP), Duke-NUS Medical School, Singapore., Schmetterer L; Singapore Eye Research Institute, Singapore National Eye Centre, Singapore.; Nanyang Technological University, Singapore.; Department of Clinical Pharmacology, Medical University of Vienna, Austria.; Center for Medical Physics and Biomedical Engineering, Medical University of Vienna, Austria.; Institute of Clinical and Molecular Ophthalmology, Basel, Switzerland., Perera S; Singapore Eye Research Institute, Singapore National Eye Centre, Singapore.; Duke-NUS Graduate Medical School, 8 College Rd, Singapore 169857, Singapore., Aung T; Singapore Eye Research Institute, Singapore National Eye Centre, Singapore.; Duke-NUS Graduate Medical School, 8 College Rd, Singapore 169857, Singapore., Thiéry AH; Department of Statistics and Applied Probability, National University of Singapore, Singapore.; a.h.thiery@nus.edu.sg., Girard MJA; Ophthalmic Engineering and Innovation Laboratory (OEIL), Singapore Eye Research Institute, 20 College Road, Singapore 169856, Singapore.; mgirard@ophthalmic.engineering.

Publikováno v: Biomedical optics express [Biomed Opt Express] 2020 Oct 15; Vol. 11 (11), pp. 6356-6378. Date of Electronic Publication: 2020 Oct 15 (Print Publication: 2020).