Domain Adaptation and Representation Transfer and Medical Image Learning with Less Labels and Imperfect Data
First MICCAI Workshop, DART 2019, and First International Workshop, MIL3ID 2019, Shenzhen, Held in Conjunction with MICCAI 2019, Shenzhen, China, October 13 and 17, 2019, Proceedings
Editors: Wang, Q., Milletari, F., Nguyen, H.V., Albarqouni, S., Cardoso, M.J., Rieke, N., Xu, Z., Kamnitsas, K., Patel, V.M., Roysam, B., Jiang, S., Zhou, K., Luu, K., Le, N. (Eds.)
Free PreviewBuy this book
- About this book
-
This book constitutes the refereed proceedings of the First MICCAI Workshop on Domain Adaptation and Representation Transfer, DART 2019, and the First International Workshop on Medical Image Learning with Less Labels and Imperfect Data, MIL3ID 2019, held in conjunction with MICCAI 2019, in Shenzhen, China, in October 2019.
DART 2019 accepted 12 papers for publication out of 18 submissions. The papers deal with methodological advancements and ideas that can improve the applicability of machine learning and deep learning approaches to clinical settings by making them robust and consistent across different domains.
MIL3ID accepted 16 papers out of 43 submissions for publication, dealing with best practices in medical image learning with label scarcity and data imperfection.
- Table of contents (28 chapters)
-
-
Noise as Domain Shift: Denoising Medical Images by Unpaired Image Translation
Pages 3-10
-
Temporal Consistency Objectives Regularize the Learning of Disentangled Representations
Pages 11-19
-
Multi-layer Domain Adaptation for Deep Convolutional Networks
Pages 20-27
-
Intramodality Domain Adaptation Using Self Ensembling and Adversarial Training
Pages 28-36
-
Learning Interpretable Disentangled Representations Using Adversarial VAEs
Pages 37-44
-
Table of contents (28 chapters)
Recommended for you
Bibliographic Information
- Bibliographic Information
-
- Book Title
- Domain Adaptation and Representation Transfer and Medical Image Learning with Less Labels and Imperfect Data
- Book Subtitle
- First MICCAI Workshop, DART 2019, and First International Workshop, MIL3ID 2019, Shenzhen, Held in Conjunction with MICCAI 2019, Shenzhen, China, October 13 and 17, 2019, Proceedings
- Editors
-
- Qian Wang
- Fausto Milletari
- Hien V Nguyen
- Shadi Albarqouni
- M. Jorge Cardoso
- Nicola Rieke
- Ziyue Xu
- Konstantinos Kamnitsas
- Vishal M. Patel
- Badri Roysam
- Steve Jiang
- Kevin Zhou
- Khoa Luu
- Ngan Le
- Series Title
- Image Processing, Computer Vision, Pattern Recognition, and Graphics
- Series Volume
- 11795
- Copyright
- 2019
- Publisher
- Springer International Publishing
- Copyright Holder
- Springer Nature Switzerland AG
- eBook ISBN
- 978-3-030-33391-1
- DOI
- 10.1007/978-3-030-33391-1
- Softcover ISBN
- 978-3-030-33390-4
- Edition Number
- 1
- Number of Pages
- XVII, 254
- Number of Illustrations
- 34 b/w illustrations, 79 illustrations in colour
- Topics
