Domain Adaptation and Representation Transfer and Medical Image Learning with Less Labels and Imperfect Data
von Qian Wang, Fausto Milletari, Hien V. Nguyen, Shadi Albarqouni, M. Jorge Cardoso, Nicola Rieke, Ziyue Xu, Konstantinos Kamnitsas, Vishal Patel, Badri Roysam, Steve Jiang, Kevin Zhou, Khoa Luu & Ngan Le
- Veröffentlichungsdatum: 2019-10-13
- Genre: Computer und Internet
Beschreibung
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.
Mehr von Qian Wang, Fausto Milletari, Hien V. Nguyen, Shadi Albarqouni, M. Jorge Cardoso, Nicola Rieke, Ziyue Xu, Konstantinos Kamnitsas, Vishal Patel, Badri Roysam, Steve Jiang, Kevin Zhou, Khoa Luu & Ngan Le
Chinese Philosophy of Technology
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Machine Learning in Medical Imaging
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Smart Ultrasound Imaging and Perinatal, Preterm and Paediatric Image Analysis
Qian Wang, Alberto Gómez, Jana Hutter, Kristin McLeod, Veronika Zimmer, Oliver Zettinig, Roxane Licandro, Emma Robinson, Daan Christiaens, Esra Abaci Turk & Andrew Melbourne
Algorithms and Architectures for Parallel Processing
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Extracellular Vesicles
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Machine Learning in Medical Imaging
Li Wang, Ehsan Adeli, Qian Wang, Yinghuan Shi & Heung-Il Suk
Multicomponent Reactions in Organic Synthesis
Jieping Zhu, Qian Wang & Meixiang Wang
Creative Industries and Urban Spatial Structure
Helin Liu, Qian Wang & Elisabete A. Silva
Electrical Design of a 400 kV Composite Tower
Tohid Jahangiri, Qian Wang, Filipe Faria da Silva & Claus Leth Bak
Domain Adaptation and Representation Transfer and Medical Image Learning with Less Labels and Imperfect Data
Qian Wang, Fausto Milletari, Hien V. Nguyen, Shadi Albarqouni, M. Jorge Cardoso, Nicola Rieke, Ziyue Xu, Konstantinos Kamnitsas, Vishal Patel, Badri Roysam, Steve Jiang, Kevin Zhou, Khoa Luu & Ngan Le
