Holger R. Roth

Overview

Best Publications

• Deep Convolutional Neural Networks for Computer-Aided Detection: CNN Architectures, Dataset Characteristics and Transfer Learning

  Hoo-Chang Shin;Holger R. Roth;Mingchen Gao;Le Lu

  6037
  Citations

• The future of digital health with federated learning

  Nicola Rieke;Nicola Rieke;Jonny Hancox;Wenqi Li;Fausto Milletari

  3688
  Citations

• UNETR: Transformers for 3D Medical Image Segmentation

  Unknown

  3114
  Citations

• Swin UNETR: Swin Transformers for Semantic Segmentation of Brain Tumors in MRI Images

  Unknown

  1633
  Citations

• Self-Supervised Pre-Training of Swin Transformers for 3D Medical Image Analysis

  Unknown

  895
  Citations

• DeepOrgan: Multi-level Deep Convolutional Networks for Automated Pancreas Segmentation

  Holger R. Roth;Le Lu;Amal Farag;Hoo-Chang Shin

  803
  Citations

• Improving Computer-Aided Detection Using Convolutional Neural Networks and Random View Aggregation

  Holger R. Roth;Le Lu;Jiamin Liu;Jianhua Yao

  663
  Citations

• Federated learning for predicting clinical outcomes in patients with COVID-19.

  Ittai Dayan;Holger R. Roth;Aoxiao Zhong;Ahmed Harouni

  653
  Citations

• A new 2.5D representation for lymph node detection using random sets of deep convolutional neural network observations.

  Holger R. Roth;Le Lu;Ari Seff;Kevin M. Cherry

  622
  Citations

• Artificial intelligence for the detection of COVID-19 pneumonia on chest CT using multinational datasets.

  Stephanie A. Harmon;Thomas H. Sanford;Sheng Xu;Evrim B. Turkbey

  560
  Citations

• Generalizing Deep Learning for Medical Image Segmentation to Unseen Domains via Deep Stacked Transformation

  Ling Zhang;Xiaosong Wang;Dong Yang;Thomas Sanford

  491
  Citations

• Artificial Intelligence-Assisted Polyp Detection for Colonoscopy: Initial Experience

  Masashi Misawa;Shin-ei Kudo;Yuichi Mori;Tomonari Cho

  395
  Citations

• Spatial aggregation of holistically-nested convolutional neural networks for automated pancreas localization and segmentation.

  Holger R. Roth;Le Lu;Nathan Lay;Adam P. Harrison

  321
  Citations

• An application of cascaded 3D fully convolutional networks for medical image segmentation.

  Holger R. Roth;Hirohisa Oda;Xiangrong Zhou;Natsuki Shimizu

  317
  Citations

• Holistic classification of CT attenuation patterns for interstitial lung diseases via deep convolutional neural networks.

  Mingchen Gao;Ulas Bagci;Le Lu;Aaron Wu

  292
  Citations

• Federated semi-supervised learning for COVID region segmentation in chest CT using multi-national data from China, Italy, Japan.

  Dong Yang;Ziyue Xu;Wenqi Li;Andriy Myronenko

  255
  Citations

• A New 2.5D Representation for Lymph Node Detection using Random Sets of Deep Convolutional Neural Network Observations

  Holger R. Roth;Le Lu;Ari Seff;Kevin M. Cherry

  246
  Citations

• Uncertainty-aware multi-view co-training for semi-supervised medical image segmentation and domain adaptation

  Yingda Xia;Dong Yang;Zhiding Yu;Fengze Liu

  242
  Citations

• UNETR: Transformers for 3D Medical Image Segmentation

  Ali Hatamizadeh;Dong Yang;Holger Roth;Daguang Xu

  216
  Citations

• Federated learning improves site performance in multicenter deep learning without data sharing.

  Karthik V Sarma;Stephanie Harmon;Thomas Sanford;Holger R Roth

  213
  Citations

• Anatomy-specific classification of medical images using deep convolutional nets

  Holger R. Roth;Christopher T. Lee;Hoo-Chang Shin;Ari Seff

  212
  Citations

• Deep convolutional networks for pancreas segmentation in CT imaging

  Holger R. Roth;Amal Farag;Le Lu;Evrim B. Turkbey

  203
  Citations

• A Bottom-Up Approach for Pancreas Segmentation Using Cascaded Superpixels and (Deep) Image Patch Labeling

  Amal Farag;Le Lu;Holger R. Roth;Jiamin Liu

  196
  Citations

• An application of cascaded 3D fully convolutional networks for medical image segmentation

  Holger R. Roth;Hirohisa Oda;Xiangrong Zhou;Natsuki Shimizu

  160
  Citations

• Spatial Aggregation of Holistically-Nested Networks for Automated Pancreas Segmentation

  Holger R. Roth;Le Lu;Amal Farag;Andrew Sohn

  157
  Citations

• Deep learning to distinguish pancreatic cancer tissue from non-cancerous pancreatic tissue: a retrospective study with cross-racial external validation.

  Kao-Lang Liu;Tinghui Wu;Po-Ting Chen;Yuhsiang M Tsai

  152
  Citations