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MONAI: An open-source framework for deep learning in healthcare


Nov 04, 2022
M. Jorge Cardoso, Wenqi Li, Richard Brown, Nic Ma, Eric Kerfoot, Yiheng Wang, Benjamin Murrey, Andriy Myronenko, Can Zhao, Dong Yang, Vishwesh Nath, Yufan He, Ziyue Xu, Ali Hatamizadeh, Andriy Myronenko, Wentao Zhu, Yun Liu, Mingxin Zheng, Yucheng Tang, Isaac Yang, Michael Zephyr, Behrooz Hashemian, Sachidanand Alle, Mohammad Zalbagi Darestani, Charlie Budd, Marc Modat, Tom Vercauteren, Guotai Wang, Yiwen Li, Yipeng Hu, Yunguan Fu, Benjamin Gorman, Hans Johnson, Brad Genereaux, Barbaros S. Erdal, Vikash Gupta, Andres Diaz-Pinto, Andre Dourson, Lena Maier-Hein, Paul F. Jaeger, Michael Baumgartner, Jayashree Kalpathy-Cramer, Mona Flores, Justin Kirby, Lee A. D. Cooper, Holger R. Roth, Daguang Xu, David Bericat, Ralf Floca, S. Kevin Zhou, Haris Shuaib, Keyvan Farahani, Klaus H. Maier-Hein, Stephen Aylward, Prerna Dogra, Sebastien Ourselin, Andrew Feng

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* www.monai.io 

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GammaE: Gamma Embeddings for Logical Queries on Knowledge Graphs


Oct 27, 2022
Dong Yang, Peijun Qing, Yang Li, Haonan Lu, Xiaodong Lin

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NVIDIA FLARE: Federated Learning from Simulation to Real-World


Oct 24, 2022
Holger R. Roth, Yan Cheng, Yuhong Wen, Isaac Yang, Ziyue Xu, Yuan-Ting Hsieh, Kristopher Kersten, Ahmed Harouni, Can Zhao, Kevin Lu, Zhihong Zhang, Wenqi Li, Andriy Myronenko, Dong Yang, Sean Yang, Nicola Rieke, Abood Quraini, Chester Chen, Daguang Xu, Nic Ma, Prerna Dogra, Mona Flores, Andrew Feng

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* Accepted at the International Workshop on Federated Learning, NeurIPS 2022, New Orleans, USA (https://federated-learning.org/fl-neurips-2022

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Automated head and neck tumor segmentation from 3D PET/CT


Sep 22, 2022
Andriy Myronenko, Md Mahfuzur Rahman Siddiquee, Dong Yang, Yufan He, Daguang Xu

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* HECKTOR22 segmentation challenge. MICCAI 2022. arXiv admin note: text overlap with arXiv:2209.09546 

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Automated segmentation of intracranial hemorrhages from 3D CT


Sep 21, 2022
Md Mahfuzur Rahman Siddiquee, Dong Yang, Yufan He, Daguang Xu, Andriy Myronenko

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* INSTANCE22 challenge report, MICCAI2022. arXiv admin note: substantial text overlap with arXiv:2209.09546 

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Automated ischemic stroke lesion segmentation from 3D MRI


Sep 21, 2022
Md Mahfuzur Rahman Siddique, Dong Yang, Yufan He, Daguang Xu, Andriy Myronenko

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* ISLES22 challenge report, MICCAI2022 

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Warm Start Active Learning with Proxy Labels \& Selection via Semi-Supervised Fine-Tuning


Sep 13, 2022
Vishwesh Nath, Dong Yang, Holger R. Roth, Daguang Xu

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* 12 pages, 5 figures 

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Low-Complexity Acoustic Echo Cancellation with Neural Kalman Filtering


Jul 23, 2022
Dong Yang, Fei Jiang, Wei Wu, Xuefei Fang, Muyong Cao

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UNetFormer: A Unified Vision Transformer Model and Pre-Training Framework for 3D Medical Image Segmentation


Apr 05, 2022
Ali Hatamizadeh, Ziyue Xu, Dong Yang, Wenqi Li, Holger Roth, Daguang Xu

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* Tech. report, 12 pages, 3 figures 

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Closing the Generalization Gap of Cross-silo Federated Medical Image Segmentation


Mar 18, 2022
An Xu, Wenqi Li, Pengfei Guo, Dong Yang, Holger Roth, Ali Hatamizadeh, Can Zhao, Daguang Xu, Heng Huang, Ziyue Xu

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