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Holger R. Roth
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Deep convolutional neural networks for computer-aided detection: CNN architectures, dataset characteristics and transfer learning
HC Shin, HR Roth, M Gao, L Lu, Z Xu, I Nogues, J Yao, D Mollura, ...
IEEE transactions on medical imaging 35 (5), 1285-1298, 2016
41432016
Deeporgan: Multi-level deep convolutional networks for automated pancreas segmentation
HR Roth, L Lu, A Farag, HC Shin, J Liu, EB Turkbey, RM Summers
International conference on medical image computing and computer-assistedá…, 2015
5842015
Improving computer-aided detection using convolutional neural networks and random view aggregation
HR Roth, L Lu, J Liu, J Yao, A Seff, K Cherry, L Kim, RM Summers
IEEE transactions on medical imaging 35 (5), 1170-1181, 2015
5772015
A new 2.5 D representation for lymph node detection using random sets of deep convolutional neural network observations
HR Roth, L Lu, A Seff, KM Cherry, J Hoffman, S Wang, J Liu, E Turkbey, ...
International conference on medical image computing and computer-assistedá…, 2014
5382014
The future of digital health with federated learning
N Rieke, J Hancox, W Li, F Milletari, HR Roth, S Albarqouni, S Bakas, ...
NPJ digital medicine 3 (1), 1-7, 2020
3702020
Spatial aggregation of holistically-nested convolutional neural networks for automated pancreas localization and segmentation
HR Roth, L Lu, N Lay, AP Harrison, A Farag, A Sohn, RM Summers
Medical image analysis 45, 94-107, 2018
3372018
Artificial intelligence for the detection of COVID-19 pneumonia on chest CT using multinational datasets
SA Harmon, TH Sanford, S Xu, EB Turkbey, H Roth, Z Xu, D Yang, ...
Nature communications 11 (1), 1-7, 2020
3052020
Artificial intelligence-assisted polyp detection for colonoscopy: initial experience
M Misawa, S Kudo, Y Mori, T Cho, S Kataoka, A Yamauchi, Y Ogawa, ...
Gastroenterology 154 (8), 2027-2029. e3, 2018
2502018
Holistic classification of CT attenuation patterns for interstitial lung diseases via deep convolutional neural networks
M Gao, U Bagci, L Lu, A Wu, M Buty, HC Shin, H Roth, GZ Papadakis, ...
Computer Methods in Biomechanics and Biomedical Engineering: Imagingá…, 2018
2302018
An application of cascaded 3D fully convolutional networks for medical image segmentation
HR Roth, H Oda, X Zhou, N Shimizu, Y Yang, Y Hayashi, M Oda, ...
Computerized Medical Imaging and Graphics 66, 90-99, 2018
2072018
Anatomy-specific classification of medical images using deep convolutional nets
HR Roth, CT Lee, HC Shin, A Seff, L Kim, J Yao, L Lu, RM Summers
2015 IEEE 12th international symposium on biomedical imaging (ISBI), 101-104, 2015
1812015
Deep convolutional networks for pancreas segmentation in CT imaging
HR Roth, A Farag, L Lu, EB Turkbey, RM Summers
Medical Imaging 2015: Image Processing 9413, 378-385, 2015
1772015
A bottom-up approach for pancreas segmentation using cascaded superpixels and (deep) image patch labeling
A Farag, L Lu, HR Roth, J Liu, E Turkbey, RM Summers
IEEE Transactions on Image Processing 26 (1), 386-399, 2016
1342016
Hierarchical 3D fully convolutional networks for multi-organ segmentation
HR Roth, H Oda, Y Hayashi, M Oda, N Shimizu, M Fujiwara, K Misawa, ...
arXiv preprint arXiv:1704.06382, 2017
1282017
Generalizing deep learning for medical image segmentation to unseen domains via deep stacked transformation
L Zhang, X Wang, D Yang, T Sanford, S Harmon, B Turkbey, BJ Wood, ...
IEEE transactions on medical imaging 39 (7), 2531-2540, 2020
1242020
Unetr: Transformers for 3d medical image segmentation
A Hatamizadeh, Y Tang, V Nath, D Yang, A Myronenko, B Landman, ...
Proceedings of the IEEE/CVF Winter Conference on Applications of Computerá…, 2022
1152022
Deep learning and its application to medical image segmentation
HR Roth, C Shen, H Oda, M Oda, Y Hayashi, K Misawa, K Mori
Medical Imaging Technology 36 (2), 63-71, 2018
942018
Detection of sclerotic spine metastases via random aggregation of deep convolutional neural network classifications
HR Roth, J Yao, L Lu, J Stieger, JE Burns, RM Summers
Recent advances in computational methods and clinical applications for spineá…, 2015
942015
3d semi-supervised learning with uncertainty-aware multi-view co-training
Y Xia, F Liu, D Yang, J Cai, L Yu, Z Zhu, D Xu, A Yuille, H Roth
Proceedings of the IEEE/CVF Winter Conference on Applications of Computerá…, 2020
812020
A multi-scale pyramid of 3D fully convolutional networks for abdominal multi-organ segmentation
HR Roth, C Shen, H Oda, T Sugino, M Oda, Y Hayashi, K Misawa, K Mori
International conference on medical image computing and computer-assistedá…, 2018
782018
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