Visual Domain Adaptation in the Deep Learning Era

Name: Visual Domain Adaptation in the Deep Learning Era
Author: Csurka, Gabriela|Hospedales, Timothy M.|Salzmann, Mathieu|Tommasi, Tatiana
ISBN: 9783031791703

Csurka, Gabriela|Hospedales, Timothy M.|Salzmann, Mathieu|Tommasi, Tatiana

Language: English

Published by Springer, Berlin|Springer International Publishing|Morgan & Claypool|Springer, 2022

3031791703 / 9783031791703

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Dieser Artikel ist ein Print on Demand Artikel und wird nach Ihrer Bestellung fuer Sie gedruckt. Solving problems with deep neural networks typically relies on massive amounts of labeled training data to achieve high performance. While in many situations huge volumes of unlabeled data can be and often are generated and available, the cost of acquiring .

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Title: Visual Domain Adaptation in the Deep Learning Era
Author: Csurka, Gabriela|Hospedales, Timothy M.|Salzmann, Mathieu|Tommasi, Tatiana
Publisher: Springer, Berlin|Springer International Publishing|Morgan & Claypool|Springer
Publication year: 2022
Condition: New
Binding: Soft cover
Language: English
ISBN 10: 3031791703
ISBN 13: 9783031791703
Seller catalogs: Mathematik/Naturwissenschaften/Technik/Medizin

About the Author

Gabriela Csurka is a Principal Scientist at NAVER LABS Europe, France. Her main research interests are in computer vision for image understanding, 3D reconstruction, visual localization, as well as domain adaptation and transfer learning. She has contributed to around 100 scientific communications, several on the topic of DA. She has given several invited talks and organized a tutorial on domain adaptation at ECCV’20. In 2017 she edited the Springer book Domain Adaptation for Computer Vision Applications. Timothy M. Hospedales is a Professor at the University of Edinburgh; Principal Researcher at Samsung AI Research Centre, Cambridge; and Alan Turing Institute Fellow. His research focuses on lifelong machine learning, broadly defined to include multi-domain/multi-task learning, domain adaptation, transfer learning, and meta-learning, with applications including computer vision, language, reinforcement learning for control, and finance. He has co-authored numerous papers on domain adaptation, domain generalization, and transfer learning in major venues including CVPR, ICCV, ECCV, ICML, ICLR, NeurIPS, and AAAI. He teaches computer vision at Edinburgh University and has given invited talks and tutorials on these topics at various international venues, renowned universities, and research institutes. Mathieu Salzmann is a Senior Researcher at EPFL and, since May 2020, a part-time Artificial Intelligence Engineer at ClearSpace. His research focuses on developing machine learning algorithms for visual scene understanding, including object recognition, detection, semantic segmentation, 6D pose estimation, and 3D reconstruction. He has published articles on the topic of domain adaptation at major venues, including CVPR, ICCV, ICLR, AAAI, TPAMI, and JMLR. Furthermore, he has been invited to present his domain adaptation work at various venues and internationally renowned universities. Tatiana Tommasi is Associate Professor at Politecnico di Torino, Italy and an affiliated researcher at the Italian Institute of Technology. She pioneered the area of transfer learning for computer vision and has large experience in domain adaptation, generalization, and multimodal learning with applications for robotics and medical imaging. Tatiana received the best paper award at the 1st edition of Task-CV workshop at ECCV’14 and since then she has been leading the organization of the following workshop editions. She also organized a workshop on similar topics at NIPS’13 and ’14 and taught a tutorial at ECCV’14 and ’20.

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last update: 01.01.2022

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