Overview
Part of the book series: Lecture Notes in Computer Science (LNCS, volume 12905)
Part of the book sub series: Image Processing, Computer Vision, Pattern Recognition, and Graphics (LNIP)
Included in the following conference series:
Conference proceedings info: MICCAI 2021.
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Table of contents (80 papers)
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Computer Aided Diagnosis
Other volumes
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Medical Image Computing and Computer Assisted Intervention – MICCAI 2021
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Medical Image Computing and Computer Assisted Intervention – MICCAI 2021
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Medical Image Computing and Computer Assisted Intervention – MICCAI 2021
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Medical Image Computing and Computer Assisted Intervention – MICCAI 2021
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Medical Image Computing and Computer Assisted Intervention – MICCAI 2021
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Medical Image Computing and Computer Assisted Intervention – MICCAI 2021
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Medical Image Computing and Computer Assisted Intervention – MICCAI 2021
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Medical Image Computing and Computer Assisted Intervention – MICCAI 2021
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Biomedical Image Registration, Domain Generalisation and Out-of-Distribution Analysis
Keywords
About this book
The 531 revised full papers presented were carefully reviewed and selected from 1630 submissions in a double-blind review process. The papers are organized in the following topical sections:
Part I: image segmentation
Part II: machine learning - self-supervised learning; machine learning - semi-supervised learning; and machine learning - weakly supervised learning
Part III: machine learning - advances in machine learning theory; machine learning - attention models; machine learning - domain adaptation; machine learning - federated learning; machine learning - interpretability / explainability; and machine learning - uncertainty
Part IV: image registration; image-guided interventions and surgery; surgical data science; surgical planning and simulation; surgical skill and work flow analysis; and surgical visualization and mixed, augmented and virtual reality
Part V: computer aided diagnosis; integration of imaging with non-imaging biomarkers; and outcome/disease prediction
Part VI: image reconstruction; clinical applications - cardiac; and clinical applications - vascular
Part VII: clinical applications - abdomen; clinical applications - breast; clinical applications - dermatology; clinical applications - fetal imaging; clinical applications - lung; clinical applications - neuroimaging - brain development; clinical applications - neuroimaging - DWI and tractography; clinical applications - neuroimaging - functional brain networks; clinical applications - neuroimaging – others; and clinical applications - oncology
Part VIII: clinical applications - ophthalmology; computational (integrative) pathology; modalities - microscopy; modalities - histopathology; and modalities - ultrasound
*The conference was held virtually.
Editors and Affiliations
Bibliographic Information
Book Title: Medical Image Computing and Computer Assisted Intervention – MICCAI 2021
Book Subtitle: 24th International Conference, Strasbourg, France, September 27 – October 1, 2021, Proceedings, Part V
Editors: Marleen de Bruijne, Philippe C. Cattin, Stéphane Cotin, Nicolas Padoy, Stefanie Speidel, Yefeng Zheng, Caroline Essert
Series Title: Lecture Notes in Computer Science
DOI: https://doi.org/10.1007/978-3-030-87240-3
Publisher: Springer Cham
eBook Packages: Computer Science, Computer Science (R0)
Copyright Information: Springer Nature Switzerland AG 2021
Softcover ISBN: 978-3-030-87239-7Published: 24 September 2021
eBook ISBN: 978-3-030-87240-3Published: 23 September 2021
Series ISSN: 0302-9743
Series E-ISSN: 1611-3349
Edition Number: 1
Number of Pages: XXXVIII, 839
Number of Illustrations: 25 b/w illustrations
Topics: Image Processing and Computer Vision, Artificial Intelligence, Computational Biology/Bioinformatics, Pattern Recognition, Health Informatics