Ophthalmic Medical Image Analysis
7th International Workshop, OMIA 2020, Held in Conjunction with MICCAI 2020, Lima, Peru, October 8, 2020, Proceedings
Editors: Fu, H., Garvin, M.K., MacGillivray, T., Xu, Y., Zheng, Y. (Eds.)
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- About this book
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This book constitutes the refereed proceedings of the 6th International Workshop on Ophthalmic Medical Image Analysis, OMIA 2020, held in conjunction with the 23rd International Conference on Medical Imaging and Computer-Assisted Intervention, MICCAI 2020, in Lima, Peru, in October 2020. The workshop was held virtually due to the COVID-19 crisis.
The 21 papers presented at OMIA 2020 were carefully reviewed and selected from 34 submissions. The papers cover various topics in the field of ophthalmic medical image analysis and challenges in terms of reliability and validation, number and type of conditions considered, multi-modal analysis (e.g., fundus, optical coherence tomography, scanning laser ophthalmoscopy), novel imaging technologies, and the effective transfer of advanced computer vision and machine learning technologies.
- Table of contents (21 chapters)
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Bio-inspired Attentive Segmentation of Retinal OCT Imaging
Pages 1-10
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DR Detection Using Optical Coherence Tomography Angiography (OCTA): A Transfer Learning Approach with Robustness Analysis
Pages 11-20
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What is the Optimal Attribution Method for Explainable Ophthalmic Disease Classification?
Pages 21-31
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DeSupGAN: Multi-scale Feature Averaging Generative Adversarial Network for Simultaneous De-blurring and Super-Resolution of Retinal Fundus Images
Pages 32-41
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Encoder-Decoder Networks for Retinal Vessel Segmentation Using Large Multi-scale Patches
Pages 42-52
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Table of contents (21 chapters)
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Bibliographic Information
- Bibliographic Information
-
- Book Title
- Ophthalmic Medical Image Analysis
- Book Subtitle
- 7th International Workshop, OMIA 2020, Held in Conjunction with MICCAI 2020, Lima, Peru, October 8, 2020, Proceedings
- Editors
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- Huazhu Fu
- Mona K. Garvin
- Tom MacGillivray
- Yanwu Xu
- Yalin Zheng
- Series Title
- Image Processing, Computer Vision, Pattern Recognition, and Graphics
- Series Volume
- 12069
- Copyright
- 2020
- Publisher
- Springer International Publishing
- Copyright Holder
- Springer Nature Switzerland AG
- eBook ISBN
- 978-3-030-63419-3
- DOI
- 10.1007/978-3-030-63419-3
- Softcover ISBN
- 978-3-030-63418-6
- Edition Number
- 1
- Number of Pages
- IX, 218
- Number of Illustrations
- 19 b/w illustrations
- Topics
