Ronald M. Summers, MD, PhD
TitleCited byYear
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
Guest editorial deep learning in medical imaging: Overview and future promise of an exciting new technique
H Greenspan, B Van Ginneken, RM Summers
IEEE Transactions on Medical Imaging 35 (5), 1153-1159, 2016
Chestx-ray8: Hospital-scale chest x-ray database and benchmarks on weakly-supervised classification and localization of common thorax diseases
X Wang, Y Peng, L Lu, Z Lu, M Bagheri, RM Summers
Proceedings of the IEEE conference on computer vision and pattern …, 2017
Automated polyp detection at CT colonography: feasibility assessment in a human population
RM Summers, CD Johnson, LM Pusanik, JD Malley, AM Youssef, ...
Radiology 219 (1), 51-59, 2001
Computed tomographic virtual colonoscopy computer-aided polyp detection in a screening population
RM Summers, J Yao, PJ Pickhardt, M Franaszek, I Bitter, D Brickman, ...
Gastroenterology 129 (6), 1832-1844, 2005
Machine learning and radiology
S Wang, RM Summers
Medical image analysis 16 (5), 933-951, 2012
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-assisted …, 2014
Automated polyp detector for CT colonography: feasibility study
RM Summers, CF Beaulieu, LM Pusanik, JD Malley, RB Jeffrey Jr, ...
Radiology 216 (1), 284-290, 2000
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-assisted …, 2015
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
Method for segmenting medical images and detecting surface anomalies in anatomical structures
RM Summers, S Selbie, JD Malley, LM Pusanik
US Patent 6,246,784, 2001
Gray-scale skeletonization of small vessels in magnetic resonance angiography
PJ Yim, PL Choyke, RM Summers
IEEE Transactions on Medical Imaging 19 (6), 568-576, 2000
Virtual bronchoscopy: segmentation method for real-time display.
RM Summers, DH Feng, SM Holland, MC Sneller, JH Shelhamer
Radiology 200 (3), 857-862, 1996
Colonic polyps: complementary role of computer-aided detection in CT colonography
RM Summers, AK Jerebko, M Franaszek, JD Malley, CD Johnson
Radiology 225 (2), 391-399, 2002
Validation and clinical significance of the Childhood Myositis Assessment Scale for assessment of muscle function in the juvenile idiopathic inflammatory myopathies
AM Huber, BM Feldman, RM Rennebohm, JE Hicks, CB Lindsley, ...
Arthritis & Rheumatism 50 (5), 1595-1603, 2004
Automated spinal column extraction and partitioning
J Yao, SD O'Connor, RM Summers
3rd IEEE International Symposium on Biomedical Imaging: Nano to Macro, 2006 …, 2006
Magnetic resonance imaging detection of occult skin and subcutaneous abnormalities in juvenile dermatomyositis: implications for diagnosis and therapy
AB Kimball, RM Summers, M Turner, EM Dugan, J Hicks, FW Miller, ...
Arthritis & Rheumatism: Official Journal of the American College of …, 2000
CT Colonography with Computer-aided Detection as a Second Reader: Observer Performance Study1
N Petrick, M Haider, RM Summers, SC Yeshwant, L Brown, EM Iuliano, ...
Radiology 246 (1), 148-156, 2008
Automated segmentation and quantification of liver and spleen from CT images using normalized probabilistic atlases and enhancement estimation
MG Linguraru, JK Sandberg, Z Li, F Shah, RM Summers
Medical physics 37 (2), 771-783, 2010
Navigational aids for real-time virtual bronchoscopy.
RM Summers
AJR. American journal of roentgenology 168 (5), 1165-1170, 1997
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