Domain Adaptation and Representation Transfer (Record no. 86896)
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fixed length control field | 05214nam a22007095i 4500 |
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control field | 978-3-031-45857-6 |
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control field | 20240730170412.0 |
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ISBN | 9783031458576 |
-- | 978-3-031-45857-6 |
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Call Number | 006 |
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Title | Domain Adaptation and Representation Transfer |
Sub Title | 5th MICCAI Workshop, DART 2023, Held in Conjunction with MICCAI 2023, Vancouver, BC, Canada, October 12, 2023, Proceedings / |
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Edition statement | 1st ed. 2024. |
300 ## - PHYSICAL DESCRIPTION | |
Number of Pages | X, 170 p. 44 illus., 40 illus. in color. |
490 1# - SERIES STATEMENT | |
Series statement | Lecture Notes in Computer Science, |
505 0# - FORMATTED CONTENTS NOTE | |
Remark 2 | Domain adaptation of MRI scanners as an alternative to MRI harmonization -- MultiVT: Multiple-Task Framework for Dentistry -- Black-Box Unsupervised Domain Adaptation for Medical Image Segmentation -- PLST: A Pseudo-Labels with a Smooth Transition Strategy for Medical Site Adaptation -- Compositional Representation Learning for Brain Tumor Segmentation -- Hierarchical Compositionality in Hyperbolic Space for Robust Medical Image Segmentation -- Realistic Data Enrichment for Robust Image Segmentation in Kidney Transplant Pathology -- Boosting Knowledge Distillation via Random Fourier Features for Prostate Cancer Grading in Histopathology Images -- Semi-supervised Domain Adaptation for Automatic Quality Control of FLAIR MRIs in a Clinical Data Warehouse -- Towards Foundation Models Learned from Anatomy in Medical Imaging via Self-Supervision -- The Performance of Transferability Metrics does not Translate to Medical Tasks -- DGM-DR: Domain Generalization with Mutual Information Regularized Diabetic Retinopathy Classification -- SEDA: Self-Ensembling ViT with Defensive Distillation and Adversarial Training for robust Chest X-rays Classification -- A Continual Learning Approach for Cross-Domain White Blood Cell Classification -- Metadata Improves Segmentation Through Multitasking Elicitation -- Self-Prompting Large Vision Models for Few-Shot Medical Image Segmentation. |
520 ## - SUMMARY, ETC. | |
Summary, etc | This book constitutes the refereed proceedings of the 5th MICCAI Workshop on Domain Adaptation and Representation Transfer, DART 2023, which was held in conjunction with MICCAI 2023, in October 2023. The 16 full papers presented in this book were carefully reviewed and selected from 32 submissions. They discuss methodological advancements and ideas that can improve the applicability of machine learning (ML)/deep learning (DL) approaches to clinical setting by making them robust and consistent across different domains. . |
650 #0 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
General subdivision | Digital techniques. |
650 #0 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
General subdivision | Management. |
700 1# - AUTHOR 2 | |
Author 2 | Koch, Lisa. |
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Author 2 | Cardoso, M. Jorge. |
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Author 2 | Ferrante, Enzo. |
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Author 2 | Kamnitsas, Konstantinos. |
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Author 2 | Islam, Mobarakol. |
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Author 2 | Jiang, Meirui. |
700 1# - AUTHOR 2 | |
Author 2 | Rieke, Nicola. |
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Author 2 | Tsaftaris, Sotirios A. |
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Author 2 | Yang, Dong. |
856 40 - ELECTRONIC LOCATION AND ACCESS | |
Uniform Resource Identifier | https://doi.org/10.1007/978-3-031-45857-6 |
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Koha item type | eBooks |
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-- | Cham : |
-- | Springer Nature Switzerland : |
-- | Imprint: Springer, |
-- | 2024. |
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650 #0 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
-- | Image processing |
650 #0 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
-- | Computer vision. |
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-- | Application software. |
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-- | Machine learning. |
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-- | Computers. |
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-- | Information technology |
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-- | Computer Imaging, Vision, Pattern Recognition and Graphics. |
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-- | Computer and Information Systems Applications. |
650 24 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
-- | Machine Learning. |
650 24 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
-- | Computing Milieux. |
650 24 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
-- | Computer Application in Administrative Data Processing. |
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-- | 1611-3349 ; |
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