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10th CLIP/2nd DCL/1st LL-COVID19/ 1st PPML@MICCAI 2021: Strasbourg, France
- Cristina Oyarzun Laura, M. Jorge Cardoso, Michal Rosen-Zvi, Georgios Kaissis, Marius George Linguraru, Raj Shekhar, Stefan Wesarg, Marius Erdt, Klaus Drechsler, Yufei Chen, Shadi Albarqouni, Spyridon Bakas, Bennett A. Landman, Nicola Rieke, Holger Roth, Xiaoxiao Li, Daguang Xu, Maria Gabrani, Ender Konukoglu, Michal Guindy, Daniel Rueckert, Alexander Ziller, Dmitrii Usynin, Jonathan Passerat-Palmbach:
Clinical Image-Based Procedures, Distributed and Collaborative Learning, Artificial Intelligence for Combating COVID-19 and Secure and Privacy-Preserving Machine Learning - 10th Workshop, CLIP 2021, Second Workshop, DCL 2021, First Workshop, LL-COVID19 2021, and First Workshop and Tutorial, PPML 2021, Held in Conjunction with MICCAI 2021, Strasbourg, France, September 27 and October 1, 2021, Proceedings. Lecture Notes in Computer Science 12969, Springer 2021, ISBN 978-3-030-90873-7
CLIP
- Hirohisa Oda, Yuichiro Hayashi, Takayuki Kitasaka, Aitaro Takimoto, Akinari Hinoki, Hiroo Uchida, Kojiro Suzuki, Masahiro Oda, Kensaku Mori:
Intestine Segmentation with Small Computational Cost for Diagnosis Assistance of Ileus and Intestinal Obstruction. 3-12 - Austin Tapp, Christian Payer, Jérôme Schmid, Michael Polanco, Isaac Kumi, Sebastian Y. Bawab, Stacie Ringleb, Carl St. Remy, James Bennett, Rumit Singh Kakar, Michel A. Audette:
Generation of Patient-Specific, Ligamentoskeletal, Finite Element Meshes for Scoliosis Correction Planning. 13-23 - Jianhui Chen, Hui Qian, Xiaoliang Gong:
Bayesian Graph Neural Networks for EEG-Based Emotion Recognition. 24-33 - Abhinav Sagar:
ViTBIS: Vision Transformer for Biomedical Image Segmentation. 34-45 - Chen Shen, Holger R. Roth, Yuichiro Hayashi, Masahiro Oda, Tadaaki Miyamoto, Gen Sato, Kensaku Mori:
Attention-Guided Pancreatic Duct Segmentation from Abdominal CT Volumes. 46-55 - Adrit Rao, Akshay Chaudhari, Oliver O. Aalami:
Development of the Next Generation Hand-Held Doppler with Waveform Phasicity Predictive Capabilities Using Deep Learning. 56-67 - Siri Willems, Heleen Bollen, Julie Van Der Veen, Edmond Sterpin, Wouter Crijns, Sandra Nuyts, Frederik Maes:
Learning from Mistakes: An Error-Driven Mechanism to Improve Segmentation Performance Based on Expert Feedback. 68-77 - Celia Le, Romain Deleat-Besson, Najla Al Turkestani, Lucia H. S. Cevidanes, Jonas Bianchi, Winston Zhang, Marcela Gurgel, Hina Shah, Juan Prieto, Tengfei Li:
TMJOAI: An Artificial Web-Based Intelligence Tool for Early Diagnosis of the Temporomandibular Joint Osteoarthritis. 78-87 - Masahiro Oda, Tong Zheng, Yuichiro Hayashi, Yoshito Otake, Masahiro Hashimoto, Toshiaki Akashi, Shigeki Aoki, Kensaku Mori:
COVID-19 Infection Segmentation from Chest CT Images Based on Scale Uncertainty. 88-97
DCL
- Chen Shen, Pochuan Wang, Holger R. Roth, Dong Yang, Daguang Xu, Masahiro Oda, Weichung Wang, Chiou-Shann Fuh, Po-Ting Chen, Kao-Lang Liu, Wei-Chih Liao, Kensaku Mori:
Multi-task Federated Learning for Heterogeneous Pancreas Segmentation. 101-110 - Przemyslaw Jablecki, Filip Slazyk, Maciej Malawski:
Federated Learning in the Cloud for Analysis of Medical Images - Experience with Open Source Frameworks. 111-119 - Di Fan, Yifan Wu, Xiaoxiao Li:
On the Fairness of Swarm Learning in Skin Lesion Classification. 120-129
LL-COVID19
- Maria Gabrani, Ender Konukoglu, David Beymer, Gustavo Carneiro, Jannis Born, Michal Guindy, Michal Rosen-Zvi:
Lessons Learned from the Development and Application of Medical Imaging-Based AI Technologies for Combating COVID-19: Why Discuss, What Next. 133-140 - Gautam Rajendrakumar Gare, Wanwen Chen, Alex Ling Yu Hung, Edward Chen, Hai V. Tran, Tom Fox, Peter Lowery, Kevin Zamora, Bennett P. deBoisblanc, Ricardo Luis Rodriguez, John Michael Galeotti:
The Role of Pleura and Adipose in Lung Ultrasound AI. 141-149 - Yunfei Long, Senhua Zhu, Dandan Tu:
DuCN: Dual-Children Network for Medical Diagnosis and Similar Case Recommendation Towards COVID-19. 150-159
PPML
- Jonatan Reyes, Yiming Xiao, Marta Kersten-Oertel:
Data Imputation and Reconstruction of Distributed Parkinson's Disease Clinical Assessments: A Comparative Evaluation of Two Aggregation Algorithms. 163-173 - William Paul, Yinzhi Cao, Miaomiao Zhang, Philippe Burlina:
Defending Medical Image Diagnostics Against Privacy Attacks Using Generative Methods: Application to Retinal Diagnostics. 174-187
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