Get our free extension to see links to code for papers anywhere online!

Chrome logo Add to Chrome

Firefox logo Add to Firefox

Picture for Ronald M. Summers

A review of deep learning in medical imaging: Image traits, technology trends, case studies with progress highlights, and future promises


Aug 02, 2020
S. Kevin Zhou, Hayit Greenspan, Christos Davatzikos, James S. Duncan, Bram van Ginneken, Anant Madabhushi, Jerry L. Prince, Daniel Rueckert, Ronald M. Summers

* 19 pages, 7 figures 

  Access Paper or Ask Questions

E$^2$Net: An Edge Enhanced Network for Accurate Liver and Tumor Segmentation on CT Scans


Jul 19, 2020
Youbao Tang, Yuxing Tang, Yingying Zhu, Jing Xiao, Ronald M. Summers


  Access Paper or Ask Questions

Deep Small Bowel Segmentation with Cylindrical Topological Constraints


Jul 16, 2020
Seung Yeon Shin, Sungwon Lee, Daniel C. Elton, James L. Gulley, Ronald M. Summers

* Accepted to MICCAI 2020 

  Access Paper or Ask Questions

Cross-Domain Medical Image Translation by Shared Latent Gaussian Mixture Model


Jul 14, 2020
Yingying Zhu, Youbao Tang, Yuxing Tang, Daniel C. Elton, Sungwon Lee, Perry J. Pickhardt, Ronald M. Summers

* Accepted to Medical Image Computing and Computer Assisted Intervention (MICCAI) 2020 

  Access Paper or Ask Questions

COVID-19-CT-CXR: a freely accessible and weakly labeled chest X-ray and CT image collection on COVID-19 from biomedical literature


Jun 11, 2020
Yifan Peng, Yu-Xing Tang, Sungwon Lee, Yingying Zhu, Ronald M. Summers, Zhiyong Lu


  Access Paper or Ask Questions

Image Translation by Latent Union of Subspaces for Cross-Domain Plaque Detection


May 22, 2020
Yingying Zhu, Daniel C. Elton, Sungwon Lee, Perry J. Pickhardt, Ronald M. Summers

* accepted as a short paper in the 2020 Medical Imaging with Deep Learning (MIDL) conference 

  Access Paper or Ask Questions

The Future of Digital Health with Federated Learning


Mar 18, 2020
Nicola Rieke, Jonny Hancox, Wenqi Li, Fausto Milletari, Holger Roth, Shadi Albarqouni, Spyridon Bakas, Mathieu N. Galtier, Bennett Landman, Klaus Maier-Hein, Sebastien Ourselin, Micah Sheller, Ronald M. Summers, Andrew Trask, Daguang Xu, Maximilian Baust, M. Jorge Cardoso


  Access Paper or Ask Questions

Bone Suppression on Chest Radiographs With Adversarial Learning


Feb 08, 2020
Jia Liang, Yuxing Tang, Youbao Tang, Jing Xiao, Ronald M. Summers

* Accepted by SPIE Medical Imaging 2020 

  Access Paper or Ask Questions

Accurately identifying vertebral levels in large datasets


Jan 28, 2020
Daniel C. Elton, Veit Sandfort, Perry J. Pickhardt, Ronald M. Summers

* Accepted for publication in Proceedings of SPIE 2020: Medical Imaging 

  Access Paper or Ask Questions

Weakly Supervised Lesion Co-segmentation on CT Scans


Jan 24, 2020
Vatsal Agarwal, Youbao Tang, Jing Xiao, Ronald M. Summers


  Access Paper or Ask Questions

Weakly-Supervised Lesion Segmentation on CT Scans using Co-Segmentation


Jan 23, 2020
Vatsal Agarwal, Youbao Tang, Jing Xiao, Ronald M. Summers


  Access Paper or Ask Questions

$Σ$-net: Systematic Evaluation of Iterative Deep Neural Networks for Fast Parallel MR Image Reconstruction


Dec 18, 2019
Kerstin Hammernik, Jo Schlemper, Chen Qin, Jinming Duan, Ronald M. Summers, Daniel Rueckert

* Submitted to Magnetic Resonance in Medicine 

  Access Paper or Ask Questions

$Σ$-net: Ensembled Iterative Deep Neural Networks for Accelerated Parallel MR Image Reconstruction


Dec 11, 2019
Jo Schlemper, Chen Qin, Jinming Duan, Ronald M. Summers, Kerstin Hammernik

* fastMRI challenge submission (team: holykspace) 

  Access Paper or Ask Questions

TUNA-Net: Task-oriented UNsupervised Adversarial Network for Disease Recognition in Cross-Domain Chest X-rays


Aug 21, 2019
Yuxing Tang, Youbao Tang, Veit Sandfort, Jing Xiao, Ronald M. Summers

* MICCAI 2019 

  Access Paper or Ask Questions

MULAN: Multitask Universal Lesion Analysis Network for Joint Lesion Detection, Tagging, and Segmentation


Aug 12, 2019
Ke Yan, Youbao Tang, Yifan Peng, Veit Sandfort, Mohammadhadi Bagheri, Zhiyong Lu, Ronald M. Summers

* MICCAI 2019, including appendix. code: https://github.com/rsummers11/CADLab/tree/master/MULAN_universal_lesion_analysis 

  Access Paper or Ask Questions

A self-attention based deep learning method for lesion attribute detection from CT reports


Apr 30, 2019
Yifan Peng, Ke Yan, Veit Sandfort, Ronald M. Summers, Zhiyong Lu

* 5 pages, 2 figures, accepted by 2019 IEEE International Conference on Healthcare Informatics (ICHI 2019) 

  Access Paper or Ask Questions

Holistic and Comprehensive Annotation of Clinically Significant Findings on Diverse CT Images: Learning from Radiology Reports and Label Ontology


Apr 27, 2019
Ke Yan, Yifan Peng, Veit Sandfort, Mohammadhadi Bagheri, Zhiyong Lu, Ronald M. Summers

* CVPR 2019 oral, main paper + supplementary material 

  Access Paper or Ask Questions

XLSor: A Robust and Accurate Lung Segmentor on Chest X-Rays Using Criss-Cross Attention and Customized Radiorealistic Abnormalities Generation


Apr 19, 2019
Youbao Tang, Yuxing Tang, Jing Xiao, Ronald M. Summers

* Accepted by MIDL 2019 

  Access Paper or Ask Questions

Fine-grained lesion annotation in CT images with knowledge mined from radiology reports


Mar 26, 2019
Ke Yan, Yifan Peng, Zhiyong Lu, Ronald M. Summers

* 4 pages, IEEE International Symposium on Biomedical Imaging (ISBI) 2019, oral presentation 

  Access Paper or Ask Questions

Abnormal Chest X-ray Identification With Generative Adversarial One-Class Classifier


Mar 05, 2019
Yuxing Tang, Youbao Tang, Mei Han, Jing Xiao, Ronald M. Summers

* Accepted as an oral presentation in IEEE International Symposium on Biomedical Imaging (ISBI) 2019 

  Access Paper or Ask Questions

A large annotated medical image dataset for the development and evaluation of segmentation algorithms


Feb 25, 2019
Amber L. Simpson, Michela Antonelli, Spyridon Bakas, Michel Bilello, Keyvan Farahani, Bram van Ginneken, Annette Kopp-Schneider, Bennett A. Landman, Geert Litjens, Bjoern Menze, Olaf Ronneberger, Ronald M. Summers, Patrick Bilic, Patrick F. Christ, Richard K. G. Do, Marc Gollub, Jennifer Golia-Pernicka, Stephan H. Heckers, William R. Jarnagin, Maureen K. McHugo, Sandy Napel, Eugene Vorontsov, Lena Maier-Hein, M. Jorge Cardoso


  Access Paper or Ask Questions

Spatial-Temporal Convolutional LSTMs for Tumor Growth Prediction by Learning 4D Longitudinal Patient Data


Feb 23, 2019
Ling Zhang, Le Lu, Robert M. Zhu, Mohammadhadi Bagheri, Ronald M. Summers, Jianhua Yao

* 10 pages, 6 figures 

  Access Paper or Ask Questions

ULDor: A Universal Lesion Detector for CT Scans with Pseudo Masks and Hard Negative Example Mining


Jan 18, 2019
Youbao Tang, Ke Yan, Yuxing Tang, Jiamin Liu, Jing Xiao, Ronald M. Summers


  Access Paper or Ask Questions

3D Context Enhanced Region-based Convolutional Neural Network for End-to-End Lesion Detection


Jul 29, 2018
Ke Yan, Mohammadhadi Bagheri, Ronald M. Summers

* MICCAI 2018 

  Access Paper or Ask Questions

Attention-Guided Curriculum Learning for Weakly Supervised Classification and Localization of Thoracic Diseases on Chest Radiographs


Jul 19, 2018
Yuxing Tang, Xiaosong Wang, Adam P. Harrison, Le Lu, Jing Xiao, Ronald M. Summers

* 9th International Conference on Machine Learning in Medical Imaging (MLMI 2018) In conjunction with MICCAI 2018 

  Access Paper or Ask Questions

CT Image Enhancement Using Stacked Generative Adversarial Networks and Transfer Learning for Lesion Segmentation Improvement


Jul 18, 2018
Youbao Tang, Jinzheng Cai, Le Lu, Adam P. Harrison, Ke Yan, Jing Xiao, Lin Yang, Ronald M. Summers

* Accepted by MLMI 2018 

  Access Paper or Ask Questions

Accurate Weakly-Supervised Deep Lesion Segmentation using Large-Scale Clinical Annotations: Slice-Propagated 3D Mask Generation from 2D RECIST


Jul 02, 2018
Jinzheng Cai, Youbao Tang, Le Lu, Adam P. Harrison, Ke Yan, Jing Xiao, Lin Yang, Ronald M. Summers

* 9 pages, 3 figures, accepted to MICCAI 2018. arXiv admin note: substantial text overlap with arXiv:1801.08614 

  Access Paper or Ask Questions

Semi-Automatic RECIST Labeling on CT Scans with Cascaded Convolutional Neural Networks


Jun 25, 2018
Youbao Tang, Adam P. Harrison, Mohammadhadi Bagheri, Jing Xiao, Ronald M. Summers

* Accepted by MICCAI 2018 

  Access Paper or Ask Questions

Unsupervised Body Part Regression via Spatially Self-ordering Convolutional Neural Networks


Mar 07, 2018
Ke Yan, Le Lu, Ronald M. Summers

* Oral presentation in ISBI18 

  Access Paper or Ask Questions