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ORCIDEPIMI/ML-CDS@MICCAI 2022: Singapore
- John S. H. Baxter
, Islem Rekik, Roy Eagleson, Luping Zhou, Tanveer F. Syeda-Mahmood, Hongzhi Wang, Mustafa Hajij:
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. Lecture Notes in Computer Science 13755, Springer 2022, ISBN 978-3-031-23222-0
Ethical and Philosophical Issues in Medical Imaging
- Matthew Rosenblatt, Dustin Scheinost:
Data Poisoning Attack and Defenses in Connectome-Based Predictive Models. 3-13 - Emma A. M. Stanley, Matthias Wilms, Nils D. Forkert:
Disproportionate Subgroup Impacts and Other Challenges of Fairness in Artificial Intelligence for Medical Image Analysis. 14-25 - John S. H. Baxter:
Separable vs. End-to-End Learning: A Critical Examination of Learning Paradigms. 26-37 - Mohamed Akrout, Hayet Amdouni, Amal Feriani, Monia Kourda, Latif Abid:
A 35-Year Longitudinal Analysis of Dermatology Patient Behavior Across Economic and Cultural Manifestations in Tunisia, and the Impact of Digital Tools. 38-50 - Jonatan Reyes, Nadine El-Mufti, Shawn Gorman, David Xie, Marta Kersten-Oertel:
User-Centered Design for Surgical Innovations: A Ventriculostomy Case Study. 51-62
Multimodal Learning and Fusion Across Scales for Clinical Decision Support
- Anshul Pundhir, Ananya Agarwal, Saurabh Dadhich, Balasubramanian Raman:
Visually Aware Metadata-Guided Supervision for Improved Skin Lesion Classification Using Deep Learning. 65-76 - Elisa Warner, Najla Al Turkestani, Jonas Bianchi, Marcela Lima Gurgel, Lucia H. S. Cevidanes, Arvind Rao:
Predicting Osteoarthritis of the Temporomandibular Joint Using Random Forest with Privileged Information. 77-86 - Zifeng Qiu, Peng Yang, Tianfu Wang, Baiying Lei:
Hybrid Network Based on Cross-Modal Feature Fusion for Diagnosis of Alzheimer's Disease. 87-99
Topological Data Analysis for Biomedical Imaging
- Kimberley M. Timmins, Maarten J. Kamphuis, Iris N. Vos, Birgitta K. Velthuis, Irene C. van der Schaaf, Hugo J. Kuijf:
Future Unruptured Intracranial Aneurysm Growth Prediction Using Mesh Convolutional Neural Networks. 103-112 - Clara Brémond Martin, Camille Simon, Cédric Clouchoux, Aymeric Histace:
TDA-Clustering Strategies for the Characterization of Brain Organoids. 113-122 - Liu Li, Qiang Ma, Zeju Li, Cheng Ouyang, Weitong Zhang, Anthony Price, Vanessa Kyriakopoulou, Lucilio Cordero-Grande, Antonios Makropoulos, Joseph V. Hajnal, Daniel Rueckert, Bernhard Kainz, Amir Alansary:
Fetal Cortex Segmentation with Topology and Thickness Loss Constraints. 123-133
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