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Ethical and Philosophical Issues in Medical Imaging, Multimodal Learning and Fusion Across Scales for Clinical Decision Support, and Topological Data Analysis for Biomedical Imaging

1st International Workshop, EPIMI 2022, 12th International Workshop, ML-CDS 2022, 2nd International Workshop, TDA4BiomedicalImaging, Held in Conjunction with MICCAI 2022, Singapore, September 18–22, 2022, Proceedings

  • Conference proceedings
  • © 2022

Overview

Editors:
  1. John S. H. Baxter

    1. Université de Rennes 1, Rennes, France

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  2. Islem Rekik

    1. Imperial College London, London, UK

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  3. Roy Eagleson

    1. Western University, London, Canada

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  4. Luping Zhou

    1. University of Sydney, Sydney, Australia

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  5. Tanveer Syeda-Mahmood

    1. IBM Almaden Research Center, San Jose, USA

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  6. Hongzhi Wang

    1. IBM Almaden Research Center, San Jose, USA

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  7. Mustafa Hajij

    1. University of San Francisco, San Francisco, USA

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Part of the book series: Lecture Notes in Computer Science (LNCS, volume 13755)

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Table of contents (11 papers)

  1. Front Matter

    Pages i-xviii
    Download chapter PDF

  2. Ethical and Philosophical Issues in Medical Imaging

    1. Front Matter

      Pages 1-1
      Download chapter PDF

    2. Data Poisoning Attack and Defenses in Connectome-Based Predictive Models

      • Matthew Rosenblatt, Dustin Scheinost
      Pages 3-13

    3. Disproportionate Subgroup Impacts and Other Challenges of Fairness in Artificial Intelligence for Medical Image Analysis

      • Emma A. M. Stanley, Matthias Wilms, Nils D. Forkert
      Pages 14-25

    4. Separable vs. End-to-End Learning: A Critical Examination of Learning Paradigms

      • John S. H. Baxter
      Pages 26-37

    5. A 35-Year Longitudinal Analysis of Dermatology Patient Behavior Across Economic and Cultural Manifestations in Tunisia, and the Impact of Digital Tools

      • Mohamed Akrout, Hayet Amdouni, Amal Feriani, Monia Kourda, Latif Abid
      Pages 38-50

    6. User-Centered Design for Surgical Innovations: A Ventriculostomy Case Study

      • Jonatan Reyes, Nadine El-Mufti, Shawn Gorman, David Xie, Marta Kersten-Oertel
      Pages 51-62

  3. Multimodal Learning and Fusion Across Scales for Clinical Decision Support

    1. Front Matter

      Pages 63-63
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    2. Visually Aware Metadata-Guided Supervision for Improved Skin Lesion Classification Using Deep Learning

      • Anshul Pundhir, Ananya Agarwal, Saurabh Dadhich, Balasubramanian Raman
      Pages 65-76

    3. Predicting Osteoarthritis of the Temporomandibular Joint Using Random Forest with Privileged Information

      • Elisa Warner, Najla Al-Turkestani, Jonas Bianchi, Marcela Lima Gurgel, Lucia Cevidanes, Arvind Rao
      Pages 77-86

    4. Hybrid Network Based on Cross-Modal Feature Fusion for Diagnosis of Alzheimer’s Disease

      • Zifeng Qiu, Peng Yang, Tianfu Wang, Baiying Lei
      Pages 87-99

  4. Topological Data Analysis for Biomedical Imaging

    1. Front Matter

      Pages 101-101
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    2. Future Unruptured Intracranial Aneurysm Growth Prediction Using Mesh Convolutional Neural Networks

      • Kimberley M. Timmins, Maarten J. Kamphuis, Iris N. Vos, Birgitta K. Velthuis, Irene C. van der Schaaf, Hugo J. Kuijf
      Pages 103-112

    3. TDA-Clustering Strategies for the Characterization of Brain Organoids

      • Clara Brémond-Martin, Camille Simon-Chane, Cédric Clouchoux, Aymeric Histace
      Pages 113-122

    4. Fetal Cortex Segmentation with Topology and Thickness Loss Constraints

      • Liu Li, Qiang Ma, Zeju Li, Cheng Ouyang, Weitong Zhang, Anthony Price et al.
      Pages 123-133

  5. Back Matter

    Pages 135-135
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  1. Ethical and Philosophical Issues in Medical Imaging, Multimodal Learning and Fusion Across Scales for Clinical Decision Support, and Topological Data Analysis for Biomedical Imaging

Keywords

About this book

This book constitutes the refereed joint proceedings of the 1st International Workshop on Ethical & Philosophical Issues in Medical Imaging (EPIMI 2022); the 12th International Workshop on Multimodal Learning and Fusion Across Scales for Clinical Decision Support (ML-CDS 2022) and the 2nd International Workshop on Topological Data Analysis for Biomedical Imaging (TDA4BiomedicalImaging 2022), held in conjunction with the 25th International Conference on Medical Imaging and Computer-Assisted Intervention, MICCAI 2022, in Singapore, in September 2022.

EPIMI includes five short papers about various humanistic aspects of medical image computing and computer-assisted interventions. The ML-CDS papers discuss machine learning on multimodal data sets for clinical decision support and treatment planning. The TDA papers focus on Topological Data Analysis: a collection of techniques and tools that have matured from an increasing interest in the role topologyplays in machine learning and data science.

Editors and Affiliations

  • Université de Rennes 1, Rennes, France

    John S. H. Baxter

  • Imperial College London, London, UK

    Islem Rekik

  • Western University, London, Canada

    Roy Eagleson

  • University of Sydney, Sydney, Australia

    Luping Zhou

  • IBM Almaden Research Center, San Jose, USA

    Tanveer Syeda-Mahmood, Hongzhi Wang

  • University of San Francisco, San Francisco, USA

    Mustafa Hajij

Bibliographic Information

  • Book Title: Ethical and Philosophical Issues in Medical Imaging, Multimodal Learning and Fusion Across Scales for Clinical Decision Support, and Topological Data Analysis for Biomedical Imaging

  • Book Subtitle: 1st International Workshop, EPIMI 2022, 12th International Workshop, ML-CDS 2022, 2nd International Workshop, TDA4BiomedicalImaging, Held in Conjunction with MICCAI 2022, Singapore, September 18–22, 2022, Proceedings

  • Editors: John S. H. Baxter, Islem Rekik, Roy Eagleson, Luping Zhou, Tanveer Syeda-Mahmood, Hongzhi Wang, Mustafa Hajij

  • Series Title: Lecture Notes in Computer Science

  • DOI: https://doi.org/10.1007/978-3-031-23223-7

  • Publisher: Springer Cham

  • eBook Packages: Computer Science, Computer Science (R0)

  • Copyright Information: The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Switzerland AG 2022

  • Softcover ISBN: 978-3-031-23222-0Published: 17 December 2022

  • eBook ISBN: 978-3-031-23223-7Published: 20 December 2022

  • Series ISSN: 0302-9743

  • Series E-ISSN: 1611-3349

  • Edition Number: 1

  • Number of Pages: XVIII, 135

  • Number of Illustrations: 5 b/w illustrations, 32 illustrations in colour

  • Topics: Computer Imaging, Vision, Pattern Recognition and Graphics, Computer Applications, Artificial Intelligence

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