Ronald M. Summers

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A semi-supervised CNN learning method with pseudo-class labels for vascular calcification detection on low dose CT scans

Ronald M. Summers, Jiamin Liu, Jianhua Yao, 2019, Medical Imaging.

Spatial aggregation of holistically‐nested convolutional neural networks for automated pancreas localization and segmentation☆

Ronald M. Summers, Andrew Sohn, Nathan Lay, 2017, Medical Image Anal..

Convolutional neural network based deep-learning architecture for prostate cancer detection on multiparametric magnetic resonance images

Ronald M. Summers, Jin Tae Kwak, Baris Turkbey, 2017, Medical Imaging.

Abdominal Multi-Organ Segmentation of CT Images Based on Hierarchical Spatial Modeling of Organ Interrelations

Ronald M. Summers, Yen-Wei Chen, Yoshinobu Sato, 2011, Abdominal Imaging.

Automated centerline for computed tomography colonography1

Ronald M. Summers, Gheorghe Iordanescu, R. Summers, 2003 .

Automatic Segmentation and Measurement of Pleural Effusions on CT

Ronald M. Summers, Jianhua Yao, John Bliton, 2013, IEEE Transactions on Biomedical Engineering.

Automated extraction of anatomic landmarks on vertebrae based on anatomic knowledge and geometrical constraints

Ronald M. Summers, Jianhua Yao, Joseph E. Burns, 2014, 2014 IEEE 11th International Symposium on Biomedical Imaging (ISBI).

Computer aided evaluation of pleural effusion using chest CT images

Ronald M. Summers, Jianhua Yao, Wei Han, 2009, 2009 IEEE International Symposium on Biomedical Imaging: From Nano to Macro.

Tumor Sensitive Matching Flow: An Approach for Ovarian Cancer Metastasis Detection and Segmentation

Ronald M. Summers, Jianfei Liu, Shijun Wang, 2012, Abdominal Imaging.

Vertebral degenerative disc disease severity evaluation using random forest classification

Ronald M. Summers, Jianhua Yao, Joseph E. Burns, 2014, Medical Imaging.

FEM Based 3D Tumor Growth Prediction for Kidney Tumor

Ronald M. Summers, Xinjian Chen, Jianhua Yao, 2010, MIAR.

Automated measurement and segmentation of abdominal adipose tissue in MRI

Ronald M. Summers, Jianhua Yao, Daniel Lewis Sussman, 2010, 2010 IEEE International Symposium on Biomedical Imaging: From Nano to Macro.

Automatic detection of axillary lymphadenopathy on CT scans of untreated chronic lymphocytic leukemia patients

Ronald M. Summers, Berkman Sahiner, Jiamin Liu, 2012, Medical Imaging.

Optimizing the support vector machines (SVM) committee configuration in a colonic polyp CAD system

Ronald M. Summers, Jianhua Yao, Amy K. Hara, 2005, SPIE Medical Imaging.

Patient specific tumor growth prediction using multimodal images

Ronald M. Summers, Yixun Liu, Samira M. Sadowski, 2014, Medical Image Anal..

Tracheal and central bronchial aerodynamics using virtual bronchoscopy

Ronald M. Summers, Juan R. Cebral, R. Summers, 2001, SPIE Medical Imaging.

Detection of vertebral degenerative disc disease based on cortical shell unwrapping

Ronald M. Summers, Jianhua Yao, Joseph E. Burns, 2013, Medical Imaging.

Deep Lesion Graphs in the Wild: Relationship Learning and Organization of Significant Radiology Image Findings in a Diverse Large-Scale Lesion Database

Ronald M. Summers, Ling Zhang, Adam P. Harrison, 2017, 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition.

Computer-aided teniae coli detection using height maps from computed tomographic colonography images

Ronald M. Summers, Jianhua Yao, Shijun Wang, 2011, Medical Imaging.

A Framework of Whole Heart Extracellular Volume Fraction Estimation for Low-Dose Cardiac CT Images

Ronald M. Summers, Xinjian Chen, Jianhua Yao, 2012, IEEE Transactions on Information Technology in Biomedicine.

Abdominal multi-organ localization on contrast-enhanced CT based on maximum a posteriori probability and minimum volume overlap

Ronald M. Summers, Jianhua Yao, Marius George Linguraru, 2011, 2011 IEEE International Symposium on Biomedical Imaging: From Nano to Macro.

Osteoporotic and neoplastic compression fracture classification on longitudinal CT

Ronald M. Summers, Jianhua Yao, Joseph E. Burns, 2016, 2016 IEEE 13th International Symposium on Biomedical Imaging (ISBI).

3D supine and prone colon registration for computed tomographic colonography scans based on graph matching

Ronald M. Summers, Shijun Wang, Nicholas Petrick, 2011, Medical Imaging.

A Bottom-Up Approach for Automatic Pancreas Segmentation in Abdominal CT Scans pdf

Ronald M. Summers, Jiamin Liu, Le Lu, 2014, ABDI@MICCAI.

Detection of Degenerative Osteophytes of the Spine on PET/CT Using Region-Based Convolutional Neural Networks

Ronald M. Summers, Jiamin Liu, Jianhua Yao, 2016, CSI@MICCAI.

Computer-aided mesenteric small vessel segmentation on high-resolution 3D contrast-enhanced CT angiography scans

Ronald M. Summers, Jiamin Liu, Jianhua Yao, 2012, Medical Imaging.

Detection and station mapping of mediastinal lymph nodes on thoracic computed tomography using spatial prior from multi-atlas label fusion

Ronald M. Summers, Jiamin Liu, Jianhua Yao, 2014, 2014 IEEE 11th International Symposium on Biomedical Imaging (ISBI).

Fine-Grained Lesion Annotation in CT Images With Knowledge Mined From Radiology Reports

Ronald M. Summers, Yifan Peng, Zhiyong Lu, 2019, 2019 IEEE 16th International Symposium on Biomedical Imaging (ISBI 2019).

Matching 3-D Prone and Supine CT Colonography Scans Using Graphs

Ronald M. Summers, Shijun Wang, Nicholas Petrick, 2012, IEEE Transactions on Information Technology in Biomedicine.

Gaussian Process Inference for Estimating Pharmacokinetic Parameters of Dynamic Contrast-Enhanced MR Images

Ronald M. Summers, Baris Turkbey, Peter L. Choyke, 2012, MICCAI.

Automatic Classification and Reporting of Multiple Common Thorax Diseases Using Chest Radiographs

Ronald M. Summers, Yifan Peng, Zhiyong Lu, 2019, Deep Learning and Convolutional Neural Networks for Medical Imaging and Clinical Informatics.

Fully automated adipose tissue measurement on abdominal CT

Ronald M. Summers, Jianhua Yao, Daniel L. Sussman, 2011, Medical Imaging.

COMe-SEE: Cross-modality Semantic Embedding Ensemble for Generalized Zero-Shot Diagnosis of Chest Radiographs

Ronald M. Summers, Zhiyong Lu, Yuxing Tang, 2020, iMIMIC/MIL3iD/LABELS@MICCAI.

A Variational Framework for Joint Detection and Segmentation of Ovarian Cancer Metastases

Ronald M. Summers, Jianfei Liu, Jianhua Yao, 2013, MICCAI.

Renal tumor quantification and classification in contrast-enhanced abdominal CT

Ronald M. Summers, Jianhua Yao, Marius George Linguraru, 2009, Pattern Recognit..

Glycoprotein expression by adenomatous polyps of the colon

Ronald M. Summers, Celeste A. Roney, Jianwu Xie, 2008, SPIE Medical Imaging.

Confocal volume rendering of the thorax

Ronald M. Summers, R. Mullick, S. E. Finkelstein, 2001, Proceedings 2001 International Conference on Image Processing (Cat. No.01CH37205).

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

Ronald M. Summers, Yifan Peng, Zhiyong Lu, 2019, 2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR).

NegBio: a high-performance tool for negation and uncertainty detection in radiology reports

Ronald M. Summers, Yifan Peng, Zhiyong Lu, 2017, AMIA Joint Summits on Translational Science proceedings. AMIA Joint Summits on Translational Science.

Automatic anatomical labeling of abdominal arteries for small bowel evaluation on 3D CT scans

Ronald M. Summers, Jiamin Liu, Jianhua Yao, 2013, 2013 IEEE 10th International Symposium on Biomedical Imaging.

Myocardial strain estimation from CT: towards computer-aided diagnosis on infarction identification

Ronald M. Summers, Jianhua Yao, Ken C. L. Wong, 2015, Medical Imaging.

Vertebral surface registration using ridgelines/crestlines

Ronald M. Summers, Jianhua Yao, Sovira Tan, 2008, SPIE Medical Imaging.

Deep Small Bowel Segmentation with Cylindrical Topological Constraints

Ronald M. Summers, Daniel C. Elton, Sungwon Lee, 2020, MICCAI.

Differentiation of fat, muscle, and edema in thigh MRIs using random forest classification

Ronald M. Summers, Jianhua Yao, William Kovacs, 2016, SPIE Medical Imaging.

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

Ronald M. Summers, Jiamin Liu, Jianhua Yao, 2015, IEEE Transactions on Medical Imaging.

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

Ronald M. Summers, Ulas Bagci, Holger Roth, 2018, Comput. methods Biomech. Biomed. Eng. Imaging Vis..

Automatic segmentation of abdominal vessels for improved pancreas localization

Ronald M. Summers, Jiamin Liu, Amal Farag, 2014, Medical Imaging.

Prediction of polyp histology on CT colonography using content-based image retrieval

Ronald M. Summers, Jianhua Yao, Javed M. Aman, 2010, Medical Imaging.

Progressive and Multi-path Holistically Nested Neural Networks for Pathological Lung Segmentation from CT Images pdf

Ronald M. Summers, Adam P. Harrison, Le Lu, 2017, MICCAI.

An integrated system for computer-aided diagnosis in CT colonography: work in progress

Ronald M. Summers, James D. Malley, Marek Franaszek, 2001, CARS.

A cross-platform and distributive database system for cumulative tumor measurement

Ronald M. Summers, Xiao Zhang, Jianhua Yao, 2012, 2012 Annual International Conference of the IEEE Engineering in Medicine and Biology Society.

Reversible Projection Technique for Colon Unfolding

Ronald M. Summers, Jianhua Yao, Ananda S. Chowdhury, 2010, IEEE Transactions on Biomedical Engineering.

Method and system of building hospital-scale chest x-ray database for entity extraction and weakly-supervised classification and localization of common thorax diseases

Ronald M. Summers, Yifan Peng, Zhiyong Lu, 2018 .

Texture analysis of common renal masses in multiple MR sequences for prediction of pathology

Ronald M. Summers, Jianhua Yao, Nathan S. Lay, 2017, Medical Imaging.

NEAMS update quarterly report for January - March 2012.

Ronald M. Summers, S. Hayes, K. S. Bradley, 2012 .

Combining optical coherence tomography with fluorescence molecular imaging: towards simultaneous morphology and molecular imaging

Ronald M. Summers, Yu Chen, Alex Cable, 2009, BiOS.

Improving vertebra segmentation through joint vertebra-rib atlases

Ronald M. Summers, Jianhua Yao, Holger Roth, 2016, SPIE Medical Imaging.

Pelvic artery calcification detection on CT scans using convolutional neural networks

Ronald M. Summers, Jiamin Liu, Jianhua Yao, 2017, Medical Imaging.

Analysis of kernel method for surface curvature estimation

Ronald M. Summers, Shannon R. Campbell, 2007, SPIE Medical Imaging.

Benefits of centerline analysis for CT colonography computer-aided polyp detection

Ronald M. Summers, Gheorghe Iordanescu, 2003, SPIE Medical Imaging.

Automatic Pancreas Segmentation Using Coarse-to-Fine Superpixel Labeling

Ronald M. Summers, Jiamin Liu, Holger Roth, 2017, Deep Learning and Convolutional Neural Networks for Medical Image Computing.

Tumor Burden Analysis on Computed Tomography by Automated Liver and Tumor Segmentation

Ronald M. Summers, Jianfei Liu, Shijun Wang, 2012, IEEE Transactions on Medical Imaging.

Employing anatomical knowledge in vertebral column labeling

Ronald M. Summers, Jianhua Yao, 2009, Medical Imaging.

Abdominal Multi-organ CT Segmentation Using Organ Correlation Graph and Prediction-Based Shape and Location Priors

Ronald M. Summers, Yoshinobu Sato, Marius George Linguraru, 2013, MICCAI.

DeepLesion: Automated Deep Mining, Categorization and Detection of Significant Radiology Image Findings using Large-Scale Clinical Lesion Annotations pdf

Ronald M. Summers, Le Lu, Ke Yan, 2017, ArXiv.

Polyp segmentation method for CT colonography computer-aided detection

Ronald M. Summers, Marek Franaszek, Anna K. Jerebko, 2003, SPIE Medical Imaging.

Organ Pose Distribution Model and an MAP Framework for Automated Abdominal Multi-organ Localization

Ronald M. Summers, Jianhua Yao, Marius George Linguraru, 2010, MIAR.

Analysis of kernel method for surface curvature estimation

Ronald M. Summers, Shannon R. Campbell, 2004, CARS.

Computational Anatomy in the Abdomen: Automated Multi-Organ and Tumor Analysis from Computed Tomography

Ronald M. Summers, Marius George Linguraru, M. Linguraru, 2014 .

Retrieval, visualization, and mining of large radiation dosage data

Ronald M. Summers, Jianhua Yao, Les R. Folio, 2015, Information Retrieval Journal.

Segmenting the thoracic, abdominal and pelvic musculature on CT scans combining atlas-based model and active contour model

Ronald M. Summers, Jiamin Liu, Jianhua Yao, 2013, Medical Imaging.

Improved 3D automatic segmentation and measurement of pleural effusions

Ronald M. Summers, Jianhua Yao, John Bliton, 2011, 2011 IEEE International Symposium on Biomedical Imaging: From Nano to Macro.

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

Yuxing Tang, Jing Xiao, Ronald M. Summers, 2018, MLMI@MICCAI.

Wavelet analysis in virtual colonoscopy

Ronald M. Summers, Adam Huang, Jiang Li, 2006, SPIE Medical Imaging.

Unsupervised Category Discovery via Looped Deep Pseudo-Task Optimization Using a Large Scale Radiology Image Database pdf

Ronald M. Summers, Jianhua Yao, Le Lu, 2016, ArXiv.

Tumor Growth Prediction with Hyperelastic Biomechanical Model, Physiological Data Fusion, and Nonlinear Optimization

Ronald M. Summers, Jianhua Yao, Ken C. L. Wong, 2014, MICCAI.

Mediastinal lymph node detection on thoracic CT scans using spatial prior from multi-atlas label fusion

Ronald M. Summers, Jiamin Liu, Jianhua Yao, 2014, Medical Imaging.

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

Yuxing Tang, Youbao Tang, Jing Xiao, 2018, MIDL.

Computer-aided detection of colitis on computed tomography using a visual codebook

Ronald M. Summers, Jianfei Liu, Jianhua Yao, 2013, 2013 IEEE 10th International Symposium on Biomedical Imaging.

Build 4-dimensional myocardial model for dynamic CT images

Ronald M. Summers, Jianhua Yao, Songtao Liu, 2013, Medical Imaging.

Atlas-Based Automated Segmentation of Spleen and Liver Using Adaptive Enhancement Estimation

Ronald M. Summers, Marius George Linguraru, Zhixi Li, 2009, MICCAI.

Automatic procedure to distinguish colonic polyps located on fold vs. not on fold

Ronald M. Summers, Marek Franaszek, Perry J. Pickhardt, 2006, SPIE Medical Imaging.

Chapter 48 – Computer Processing Methods for Virtual Endoscopy

Ronald M. Summers, Adam Huang, R. Summers, 2009 .

Teniae Coli Extraction in Human Colon for Computed Tomographic Colonography Images

Ronald M. Summers, Jianhua Yao, Shijun Wang, 2010, Virtual Colonoscopy and Abdominal Imaging.

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

Ronald M. Summers, Jianhua Yao, Mingchen Gao, 2016, IEEE Transactions on Medical Imaging.

Improving polyp detection algorithms for CT colonography: Pareto front approach

Ronald M. Summers, Adam Huang, Jiang Li, 2010, Pattern Recognit. Lett..

ROC-like optimization by sample ranking: Application to CT colonography

Ronald M. Summers, Berkman Sahiner, Jianhua Yao, 2012, 2012 9th IEEE International Symposium on Biomedical Imaging (ISBI).

Multilevel UNet for pancreas segmentation from non-contrast CT scans through domain adaptation

Ronald M. Summers, Angshuman Paul, Yingying Zhu, 2020, Medical Imaging.

Multinetwork classification scheme for detection of colonic polyps in CT colonography data sets

Ronald M. Summers, James D. Malley, Marek Franaszek, 2002, SPIE Medical Imaging.

E2Net: An Edge Enhanced Network for Accurate Liver and Tumor Segmentation on CT Scans

Yuxing Tang, Youbao Tang, Ronald M. Summers, 2020, MICCAI.

Efficient False Positive Reduction in Computer-Aided Detection Using Convolutional Neural Networks and Random View Aggregation

Ronald M. Summers, Jiamin Liu, Jianhua Yao, 2017, Deep Learning and Convolutional Neural Networks for Medical Image Computing.

Identification of muscle and subcutaneous and intermuscular adipose tissue on thigh MRI of muscular dystrophy

Ronald M. Summers, Jianhua Yao, William Kovacs, 2016, 2016 IEEE 13th International Symposium on Biomedical Imaging (ISBI).

Automated detection of pelvic fractures from volumetric CT images

Ronald M. Summers, Jianhua Yao, Ananda S. Chowdhury, 2012, 2012 9th IEEE International Symposium on Biomedical Imaging (ISBI).

Computer vision approach to detect colonic polyps in computed tomographic colonography

Ronald M. Summers, Berkman Sahiner, Shijun Wang, 2012, Medical Imaging.

A Framework of Whole Heart Extracellular Volume Fraction Estimation for Low-Dose Cardiac CT Images

Ronald M. Summers, Xinjian Chen, Jianhua Yao, 2012, EMBC 2012.

Accurate 3D bone segmentation in challenging CT images: Bottom-up parsing and contextualized optimization

Ronald M. Summers, Nathan Lay, Le Lu, 2016, 2016 IEEE Winter Conference on Applications of Computer Vision (WACV).

An Efficient Feature Selection Algorithm for Computer-aided Polyp Detection

Ronald M. Summers, Michael T. Manry, Nicholas Petrick, 2006, Int. J. Artif. Intell. Tools.

Multilevel image recognition using discriminative patches and kernel covariance descriptor

Ronald M. Summers, Jianhua Yao, Le Lu, 2014, Medical Imaging.

Interleaved text/image Deep Mining on a large-scale radiology database

Ronald M. Summers, Jianhua Yao, Le Lu, 2015, 2015 IEEE Conference on Computer Vision and Pattern Recognition (CVPR).

Collaborative classifiers in CT colonography CAD

Ronald M. Summers, Jiang Li, Jianhua Yao, 2007, SPIE Medical Imaging.

Biopsy-guided learning with deep convolutional neural networks for Prostate Cancer detection on multiparametric MRI

Ronald M. Summers, Nathan Lay, Jin Tae Kwak, 2017, 2017 IEEE 14th International Symposium on Biomedical Imaging (ISBI 2017).

A Scalable Reference Standard of Visual Similarity for a Content-Based Image Retrieval System

Ronald M. Summers, Daniel L. Rubin, Aya Kamaya, 2011, 2011 IEEE First International Conference on Healthcare Informatics, Imaging and Systems Biology.

Optimizing area under the ROC curve using semi-supervised learning

Ronald M. Summers, Berkman Sahiner, Shijun Wang, 2015, Pattern Recognit..

Automated spinal column extraction and partitioning

Ronald M. Summers, Jianhua Yao, Stacy D. O'Connor, 2006, 3rd IEEE International Symposium on Biomedical Imaging: Nano to Macro, 2006..

Mesenteric Vasculature-Guided Small Bowel Segmentation on 3-D CT

Ronald M. Summers, Jianhua Yao, Weidong Zhang, 2013, IEEE Transactions on Medical Imaging.

Liver and Tumor Segmentation and Analysis from CT of Diseased Patients via a Generic Affine Invariant Shape Parameterization and Graph Cuts

Ronald M. Summers, Marius George Linguraru, Vivek Pamulapati, 2011, Abdominal Imaging.

Candidate determination for computer aided detection of colon polyps (Honorable Mention Poster Award)

Ronald M. Summers, Adam Huang, Ingmar Bitter, 2005, SPIE Medical Imaging.

Accurately identifying vertebral levels in large datasets

Ronald M. Summers, Daniel C. Elton, Veit Sandfort, 2020, Medical Imaging.

Automatic Lymph Node Cluster Segmentation Using Holistically-Nested Neural Networks and Structured Optimization in CT Images

Ronald M. Summers, Nathan Lay, Holger Roth, 2016, MICCAI.

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

Ronald M. Summers, Chen Qin, Jo Schlemper, 2019, ArXiv.

Multimodal Image Driven Patient Specific Tumor Growth Modeling

Ronald M. Summers, Jianhua Yao, Samira M. Sadowski, 2013, MICCAI.

Teniæ Coli Detection from Colon Surface: Extraction of Anatomical Markers for Virtual Colonoscopy

Ronald M. Summers, Julien Lamy, 2007, ISVC.

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

Youbao Tang, Jing Xiao, Ronald M. Summers, 2018, MLMI@MICCAI.

Tumor growth prediction with reaction-diffusion and hyperelastic biomechanical model by physiological data fusion

Ronald M. Summers, Jianhua Yao, Ken C. L. Wong, 2015, Medical Image Anal..

Uldor: A Universal Lesion Detector For Ct Scans With Pseudo Masks And Hard Negative Example Mining

Yuxing Tang, Youbao Tang, Jing Xiao, 2019, 2019 IEEE 16th International Symposium on Biomedical Imaging (ISBI 2019).

Weakly Supervised Lesion Co-Segmentation on Ct Scans

Youbao Tang, Ronald M. Summers, Jing Xiao, 2020, 2020 IEEE 17th International Symposium on Biomedical Imaging (ISBI).

CT thermometry for cone-beam CT guided ablation

Ronald M. Summers, Ming Li, Bradford J. Wood, 2016, SPIE Medical Imaging.

Atherosclerotic vascular calcification detection and segmentation on low dose computed tomography scans using convolutional neural networks

Ronald M. Summers, Jiamin Liu, Jianhua Yao, 2017, 2017 IEEE 14th International Symposium on Biomedical Imaging (ISBI 2017).

Virtual Contrast for Coronary Vessels Based on Level Set Generated Subvoxel Accurate Centerlines

Ronald M. Summers, Hans-Peter Meinzer, Ivo Wolf, 2006, Int. J. Biomed. Imaging.

Computer-aided detection of sclerotic bone metastases in the spine using watershed algorithm and support vector machines

Ronald M. Summers, Jianhua Yao, Joseph E. Burns, 2011, 2011 IEEE International Symposium on Biomedical Imaging: From Nano to Macro.

Automated fat measurement and segmentation with intensity inhomogeneity correction

Ronald M. Summers, Jianhua Yao, Daniel Lewis Sussman, 2010, Medical Imaging.

Support vector machines committee classification method for computer-aided polyp detection in CT colonography1

Ronald M. Summers, James D. Malley, Marek Franaszek, 2005 .

Epidural Masses Detection on Computed Tomography Using Spatially-Constrained Gaussian Mixture Models

Ronald M. Summers, Weidong Zhang, Xiao Zhang, 2014 .

Two methods of Haustral fold detection from computed tomographic virtual colonoscopy images

Ronald M. Summers, Jianhua Yao, Marius George Linguraru, 2009, Medical Imaging.

Variance reduction for error estimation when classifying colon polyps from CT colonography

Ronald M. Summers, James D. Malley, Anna K. Jerebko, 2003, SPIE Medical Imaging.

Automated liver segmentation using a normalized probabilistic atlas

Ronald M. Summers, Marius George Linguraru, Zhixi Li, 2009, Medical Imaging.

ChestX-ray: Hospital-Scale Chest X-ray Database and Benchmarks on Weakly Supervised Classification and Localization of Common Thorax Diseases

Ronald M. Summers, Yifan Peng, Zhiyong Lu, 2019, Deep Learning and Convolutional Neural Networks for Medical Imaging and Clinical Informatics.

Pulmonary artery segmentation and quantification in sickle cell associated pulmonary hypertension

Ronald M. Summers, Bradford J. Wood, Marius George Linguraru, 2008, SPIE Medical Imaging.

Deep Lesion Graph in the Wild: Relationship Learning and Organization of Significant Radiology Image Findings in a Diverse Large-Scale Lesion Database

Ronald M. Summers, Adam P. Harrison, Mohammadhadi Bagheri, 2019, Deep Learning and Convolutional Neural Networks for Medical Imaging and Clinical Informatics.

Dynamic cortex stripping for vertebra evaluation

Ronald M. Summers, Jianhua Yao, Joseph E. Burns, 2015, Medical Imaging.

Unsupervised body part regression via spatially self-ordering convolutional neural networks

Ronald M. Summers, Le Lu, Ke Yan, 2017, 2018 IEEE 15th International Symposium on Biomedical Imaging (ISBI 2018).

Centerline registration of prone and supine CT colonography scans based on correlation optimized warping and anatomical landmarks

Ronald M. Summers, Jiamin Liu, Jianhua Yao, 2009, 2009 IEEE International Symposium on Biomedical Imaging: From Nano to Macro.

Front Matter: Volume 7624

Ronald M. Summers, Nico Karssemeijer, Ronald M. Summers, 2010, Medical Imaging: Computer-Aided Diagnosis.

Performance tuning of candidate determination methods for computer aided detection of colon polyps

Ronald M. Summers, Matthew Kelsey, Ingmar Bitter, 2006, SPIE Medical Imaging.

Point-guided modeling and segmentation of myocardium for low dose cardiac CT images

Ronald M. Summers, Jianhua Yao, Songtao Liu, 2012, 2012 Annual International Conference of the IEEE Engineering in Medicine and Biology Society.

Combining Statistical and Geometric Features for Colonic Polyp Detection in Ctc Based on Multiple Kernel Learning

Ronald M. Summers, Jianhua Yao, Shijun Wang, 2010, Int. J. Comput. Intell. Appl..

A coarse-to-fine approach for pericardial effusion localization and segmentation in chest CT scans

Ronald M. Summers, Jiamin Liu, Mohammadhadi Bagheri, 2018, Medical Imaging.

Statistical Location Model for Abdominal Organ Localization

Ronald M. Summers, Jianhua Yao, R. Summers, 2009, MICCAI.

Deep convolutional networks for pancreas segmentation in CT imaging

Ronald M. Summers, Holger Roth, Le Lu, 2015, Medical Imaging.

COMPUTER-AIDED DETECTION OF COLONIC DIVERTICULAR DISEASE

Ronald M. Summers, Jiang Li, Robert L. Van Uitert, 2007, 2007 4th IEEE International Symposium on Biomedical Imaging: From Nano to Macro.

Augmenting tumor sensitive matching flow to improve detection and segmentation of ovarian cancer metastases within a PDE framework

Ronald M. Summers, Jianfei Liu, Jianhua Yao, 2013, 2013 IEEE 10th International Symposium on Biomedical Imaging.

Kidney Tumor Growth Prediction by Coupling Reaction–Diffusion and Biomechanical Model

Ronald M. Summers, Xinjian Chen, Jianhua Yao, 2013, IEEE Transactions on Biomedical Engineering.

Medical Image Data and Datasets in the Era of Machine Learning—Whitepaper from the 2016 C-MIMI Meeting Dataset Session

Ronald M. Summers, J. Raymond Geis, Marc D. Kohli, 2017, Journal of Digital Imaging.

Computer-Aided Polyp Detection for Laxative-Free CT Colonography

Ronald M. Summers, Marius George Linguraru, Joel G. Fletcher, 2011, Abdominal Imaging.

Weakly-supervised lesion segmentation on CT scans using co-segmentation

Youbao Tang, Ronald M. Summers, Jing Xiao, 2020, Medical Imaging.

CAD of colon cancer on CT colonography cases without cathartic bowel preparation

Ronald M. Summers, Armando Manduca, Marius George Linguraru, 2008, 2008 30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society.

FEM-Based 3-D Tumor Growth Prediction for Kidney Tumor

Ronald M. Summers, Xinjian Chen, Jianhua Yao, 2010, IEEE Transactions on Biomedical Engineering.

Feature selection for computer-aided polyp detection using genetic algorithms

Ronald M. Summers, James D. Malley, Anna K. Jerebko, 2003, SPIE Medical Imaging.

CURRENT CONCEPTS IN COMPUTER-AIDED DETECTION FOR CT COLONOGRAPHY

Ronald M. Summers, R. Summers, 2007, 2007 4th IEEE International Symposium on Biomedical Imaging: From Nano to Macro.

An analysis of robust cost functions for CNN in computer-aided diagnosis

Ronald M. Summers, Adrian Barbu, Holger Roth, 2018, Comput. methods Biomech. Biomed. Eng. Imaging Vis..

The effect of edge-preserving image smoothing on automatic colonic polyp detection for CT colonography

Ronald M. Summers, Shannon R. Campbell, Perry J. Pickhardt, 2006, SPIE Medical Imaging.

Prostate cancer detection from multi-institution multiparametric MRIs using deep convolutional neural networks system (Erratum)

Ronald M. Summers, Nathan Lay, Baris Turkbey, 2019, Journal of medical imaging.

Validating Pareto optimal operation parameters of polyp detection algorithms for CT colonography

Ronald M. Summers, Adam Huang, Jiang Li, 2007, SPIE Medical Imaging.

A Semi-Supervised CNN Learning Method with Pseudo-class Labels for Atherosclerotic Vascular Calcification Detection

Ronald M. Summers, Mohammadhadi Bagheri, Jiamin Liu, 2019, 2019 IEEE 16th International Symposium on Biomedical Imaging (ISBI 2019).

Correlation of morphological and molecular parameters for colon cancer

Ronald M. Summers, Alex Cable, Qian Li, 2010, BiOS.

3D Multi-scale level set segmentation of vertebrae

Ronald M. Summers, Jianhua Yao, Sovira Tan, 2007, 2007 4th IEEE International Symposium on Biomedical Imaging: From Nano to Macro.

Tumor Growth Prediction Using Convolutional Networks

Ronald M. Summers, Jianhua Yao, Le Lu, 2019, Deep Learning and Convolutional Neural Networks for Medical Imaging and Clinical Informatics.

Strategies for improved interpretation of computer-aided detections for CT colonography utilizing distributed human intelligence

Ronald M. Summers, Shijun Wang, Nicholas Petrick, 2012, Medical Image Anal..

Automatic colonic polyp shape determination using content-based image retrieval

Ronald M. Summers, Jianhua Yao, Javed M. Aman, 2011, Medical Imaging.

Unsupervised body part regression using convolutional neural network with self-organization pdf

Ronald M. Summers, Le Lu, Ke Yan, 2017, ArXiv.

Automatic detection of endobronchial lesions using virtual bronchoscopy: comparison of two methods

Ronald M. Summers, James D. Malley, Lynne M. Pusanik, 1998, Medical Imaging.

Colitis detection on abdominal CT scans by rich feature hierarchies

Ronald M. Summers, Nathan Lay, Jiamin Liu, 2016, SPIE Medical Imaging.

Matching colonic polyps from prone and supine CT colonography scans based on statistical curvature information

Ronald M. Summers, Jianhua Yao, Shijun Wang, 2008, 2008 19th International Conference on Pattern Recognition.

Analyses of Missing Organs in Abdominal Multi-Organ Segmentation

Ronald M. Summers, Marius George Linguraru, Kazunori Okada, 2011, Abdominal Imaging.

Hybrid committee classifier for a computerized colonic polyp detection system

Ronald M. Summers, Jiang Li, Jianhua Yao, 2006, SPIE Medical Imaging.

Natural Language Processing for Large-Scale Medical Image Analysis Using Deep Learning

Ronald M. Summers, Le Lu, Hoo-Chang Shin, 2017, Deep Learning for Medical Image Analysis.

Segmenting The Kidney On CT Scans Via Crowdsourcing

Ronald M. Summers, Paras Mehta, Jonathan Berte, 2019, 2019 IEEE 16th International Symposium on Biomedical Imaging (ISBI 2019).

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

Yuxing Tang, Youbao Tang, Jing Xiao, 2019, MICCAI.

Detection of Vertebral Body Fractures Based on Cortical Shell Unwrapping

Ronald M. Summers, Jianhua Yao, Joseph E. Burns, 2012, MICCAI.

Deep learning with orthogonal volumetric HED segmentation and 3D surface reconstruction model of prostate MRI

Ronald M. Summers, Nathan Lay, Baris Turkbey, 2017, 2017 IEEE 14th International Symposium on Biomedical Imaging (ISBI 2017).

Teniae coli guided navigation and registration for virtual colonoscopy

Ronald M. Summers, Adam Huang, Marek Franaszek, 2005, VIS 05. IEEE Visualization, 2005..

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

Ronald M. Summers, Yingying Zhu, Daniel C. Elton, 2020, ArXiv.

Seeing Is Believing: Video Classification for Computed Tomographic Colonography Using Multiple-Instance Learning

Ronald M. Summers, Berkman Sahiner, Shijun Wang, 2012, IEEE Transactions on Medical Imaging.

Deep adversarial one-class learning for normal and abnormal chest radiograph classification

Yuxing Tang, Youbao Tang, Mei Han, 2019, Medical Imaging.

Automatic identification of IASLC-defined mediastinal lymph node stations on CT scans using multi-atlas organ segmentation

Ronald M. Summers, Jiamin Liu, Lauren Kim, 2015, Medical Imaging.

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

Ronald M. Summers, Jiamin Liu, Holger Roth, 2015, MICCAI.

Pancreatic Tumor Growth Prediction With Elastic-Growth Decomposition, Image-Derived Motion, and FDM-FEM Coupling

Ronald M. Summers, Jianhua Yao, Ken C. L. Wong, 2017, IEEE Transactions on Medical Imaging.

Automatic colonic polyp detection using multi-objective evolutionary techniques

Ronald M. Summers, Adam Huang, Jiang Li, 2006, SPIE Medical Imaging.

Helical CT of von Hippel-Lindau: semi-automated segmentation of renal lesions

Ronald M. Summers, Peter L. Choyke, Peter J. Yim, 2001, Proceedings 2001 International Conference on Image Processing (Cat. No.01CH37205).

Automated labeling of anatomic segments of the colon in CT colonography

Ronald M. Summers, Patric Glynn, 2009, Medical Imaging.

Progress with a Multiscale Systems Engineering Approach to Cardiac Development

Ronald M. Summers, Jean-Marc Schleich, Tariq Abdulla, 2011 .

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

Ronald M. Summers, Jiamin Liu, Holger Roth, 2014, MICCAI.

Computer-aided abdominal lymph node detection using contrast-enhanced CT images

Ronald M. Summers, Jiamin Liu, Jianhua Yao, 2011, Medical Imaging.

Automatic segmentation of kidneys from non-contrast CT images using efficient belief propagation

Ronald M. Summers, Jianfei Liu, Shijun Wang, 2013, Medical Imaging.

Sequential Monte Carlo Tracking for Marginal Artery Segmentation on CT Angiography by Multiple Cue Fusion

Ronald M. Summers, Jianfei Liu, Le Lu, 2013, MICCAI.

Current concepts in computer-aided detection for ct colonography

Ronald M. Summers, R. Summers, 2010, 2010 IEEE International Symposium on Biomedical Imaging: From Nano to Macro.

Soft Multi-organ Shape Models via Generalized PCA: A General Framework

Ronald M. Summers, Marius George Linguraru, Juan J. Cerrolaza, 2016, MICCAI.

Multi-atlas Segmentation with Joint Label Fusion of Osteoporotic Vertebral Compression Fractures on CT pdf

Ronald M. Summers, Jianhua Yao, Holger Roth, 2015, CSI@MICCAI.

Quantitative assessment of colon distention for polyp detection in CT virtual colonoscopy

Ronald M. Summers, Perry J. Pickhardt, Robert Van Uitert, 2006, SPIE Medical Imaging.

Computer aided evaluation of ankylosing spondylitis

Ronald M. Summers, Jianhua Yao, Sovira Tan, 2006, 3rd IEEE International Symposium on Biomedical Imaging: Nano to Macro, 2006..

Automated segmentation of thyroid gland on CT images with multi-atlas label fusion and random classification forest

Ronald M. Summers, Jiamin Liu, Jianhua Yao, 2015, Medical Imaging.

Automatic correction of level set based subvoxel accurate centerlines for virtual colonoscopy

Ronald M. Summers, Marek Franaszek, Robert L. Van Uitert, 2006, 3rd IEEE International Symposium on Biomedical Imaging: Nano to Macro, 2006..

Anatomical variability of organs via principal factor analysis from the construction of an abdominal probabilistic atlas

Ronald M. Summers, Marius George Linguraru, Miguel Ángel González Ballester, 2009, 2009 IEEE International Symposium on Biomedical Imaging: From Nano to Macro.

Fractal analysis of virtual endoscopy reconstructions

Ronald M. Summers, James D. Malley, Lynne M. Pusanik, 1999, Medical Imaging.

Employing topographical height map in colonic polyp measurement and false positive reduction

Ronald M. Summers, Jiang Li, Jianhua Yao, 2009, Pattern Recognit..

Computer-aided assessment of pulmonary disease in novel swine-origin H1N1 influenza on CT

Ronald M. Summers, Jianhua Yao, Daniel J. Mollura, 2011, Medical Imaging.

CT-realistic data augmentation using generative adversarial network for robust lymph node segmentation

Yuxing Tang, Youbao Tang, Jing Xiao, 2019, Medical Imaging.

Robust automated lymph node segmentation with random forests

Ronald M. Summers, Jiamin Liu, Jianhua Yao, 2014, Medical Imaging.

Acetabular rim and surface segmentation for hip surgery planning and dysplasia evaluation

Ronald M. Summers, Jianhua Yao, Sovira Tan, 2008, SPIE Medical Imaging.

Analytic surface reconstruction by local threshold estimation in the case of simple intensity contrasts

Ronald M. Summers, Peter J. Yim, R. Summers, 1999, Medical Imaging.

Spatial Aggregation of Holistically-Nested Networks for Automated Pancreas Segmentation

Ronald M. Summers, Andrew Sohn, Holger Roth, 2016, MICCAI.

Multi-organ Segmentation from Multi-phase Abdominal CT via 4D Graphs Using Enhancement, Shape and Location Optimization

Ronald M. Summers, Marius George Linguraru, Ananda S. Chowdhury, 2010, MICCAI.

2D View Aggregation for Lymph Node Detection Using a Shallow Hierarchy of Linear Classifiers

Ronald M. Summers, Jiamin Liu, Holger Roth, 2014, MICCAI.

Tumor sensitive matching flow: A variational method to detecting and segmenting perihepatic and perisplenic ovarian cancer metastases on contrast-enhanced abdominal CT

Ronald M. Summers, Jianfei Liu, Jianhua Yao, 2014, Medical Image Anal..

Sclerotic rib metastases detection on routine CT images

Ronald M. Summers, Jianhua Yao, Joseph E. Burns, 2012, 2012 9th IEEE International Symposium on Biomedical Imaging (ISBI).

Automatic detection and segmentation of abdominopelvic lymph nodes on computed tomography scans

Ronald M. Summers, Jiamin Liu, Jianhua Yao, 2012, 2012 9th IEEE International Symposium on Biomedical Imaging (ISBI).

Measurement of stenosis from magnetic resonance angiography using vessel skeletons

Ronald M. Summers, Peter L. Choyke, Peter J. Yim, 2000, Medical Imaging.

Computer Aided Evaluation of Ankylosing Spondylitis Using High-Resolution CT

Ronald M. Summers, Jianhua Yao, Sovira Tan, 2008, IEEE Transactions on Medical Imaging.

Detection of Sclerotic Spine Metastases via Random Aggregation of Deep Convolutional Neural Network Classifications pdf

Ronald M. Summers, Jianhua Yao, Holger Roth, 2014, ArXiv.

Combining heterogeneous features for colonic polyp detection in CTC based on semi-definite programming

Ronald M. Summers, Jianhua Yao, Shijun Wang, 2009, Medical Imaging.

Synchronous navigation for CT colonography

Ronald M. Summers, Adam Huang, Dave A. Roy, 2006, SPIE Medical Imaging.

Personalized Pancreatic Tumor Growth Prediction via Group Learning

Ronald M. Summers, Ling Zhang, Jianhua Yao, 2017, MICCAI.

Computer Aided Detection of Lytic Bone Metastases in the Spine using Routine CT Images

Ronald M. Summers, Jianhua Yao, Stacy D. O'Connor, 2007, 2007 4th IEEE International Symposium on Biomedical Imaging: From Nano to Macro.

Robust automated detection, segmentation, and classification of hepatic tumors from CT data

Ronald M. Summers, Marius George Linguraru, Vivek Pamulapati, 2012, Medical Imaging.

3D colonic polyp segmentation using dynamic deformable surfaces

Ronald M. Summers, Jianhua Yao, R. Summers, 2004, SPIE Medical Imaging.

Bone suppression on chest radiographs with adversarial learning

Youbao Tang, Ronald M. Summers, Jia Liang, 2020, Medical Imaging.

Using the teniae coli as a registration tool in CT colonography

Ronald M. Summers, Adam Huang, Paul Jabour, 2007, SPIE Medical Imaging.

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

Ronald M. Summers, M. Jorge Cardoso, Lena Maier-Hein, 2019, ArXiv.

Reducing the false positive rate of computer aided detection for CT colonography using Content Based Image Retrieval

Ronald M. Summers, Jianhua Yao, Javed M. Aman, 2009, 2009 IEEE International Symposium on Biomedical Imaging: From Nano to Macro.

Convolutional Invasion and Expansion Networks for Tumor Growth Prediction

Ronald M. Summers, Jianhua Yao, Le Lu, 2018, IEEE Transactions on Medical Imaging.

Content-based image retrieval on CT colonography using rotation and scale invariant features and bag-of-words model

Ronald M. Summers, Jianhua Yao, Javed M. Aman, 2010, 2010 IEEE International Symposium on Biomedical Imaging: From Nano to Macro.

Grey-Scale Skeletonization of Small Vessels in Magnetic Resonance Angiography

Ronald M. Summers, Peter L. Choyke, Peter J. Yim, 2000, IEEE Trans. Medical Imaging.

Tumor growth modeling based on dual phase CT and FDG-PET

Ronald M. Summers, Jianhua Yao, Samira M. Sadowski, 2013, 2013 IEEE 10th International Symposium on Biomedical Imaging.

Deep Learning and Computer-Aided Diagnosis for Medical Image Processing: A Personal Perspective

Ronald M. Summers, 2017, Deep Learning and Convolutional Neural Networks for Medical Image Computing.

Computer aided detection of epidural masses on computed tomography scans

Ronald M. Summers, Xiao Zhang, Jiamin Liu, 2014, Comput. Medical Imaging Graph..

Interleaved Text/Image Deep Mining on a Large-Scale Radiology Image Database

Ronald M. Summers, Jianhua Yao, Le Lu, 2017, Deep Learning and Convolutional Neural Networks for Medical Image Computing.

Three-dimensional automatic computer-aided evaluation of pleural effusions on chest CT images

Ronald M. Summers, Jianhua Yao, Mark Bi, 2011, Medical Imaging.

Colonic polyp segmentation in CT colonography-based on fuzzy clustering and deformable models

Ronald M. Summers, Jianhua Yao, Marek Franaszek, 2004, IEEE Transactions on Medical Imaging.

COVID-19-CT-CXR: A Freely Accessible and Weakly Labeled Chest X-Ray and CT Image Collection on COVID-19 From Biomedical Literature

Ronald M. Summers, Yifan Peng, Zhiyong Lu, 2020, IEEE Transactions on Big Data.

Predicting Polyp Location on Optical Colonoscopy From CT Colonography by Minimal-Energy Curve Modeling of the Colonoscope Path

Ronald M. Summers, Jiamin Liu, Jianhua Yao, 2012, IEEE Transactions on Biomedical Engineering.

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

Youbao Tang, Ronald M. Summers, Yifan Peng, 2019, MICCAI.

Computer aided lytic bone metastasis detection using regular CT images

Ronald M. Summers, Jianhua Yao, Stacy D. O'Connor, 2006, SPIE Medical Imaging.

Learning to Read Chest X-Rays: Recurrent Neural Cascade Model for Automated Image Annotation

Ronald M. Summers, Kirk Roberts, Jianhua Yao, 2016, 2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR).

Graph matching based on mean field theory

Ronald M. Summers, Shijun Wang, Nicholas Petrick, 2010, 2010 IEEE International Conference on Image Processing.

Computer aided polyp detection in CT colonography using an ensemble of support vector machines

Ronald M. Summers, James D. Malley, Marek Franaszek, 2003, CARS.

Detection of pelvic fractures using graph cuts and curvatures

Ronald M. Summers, Jianhua Yao, Ananda S. Chowdhury, 2011, 2011 18th IEEE International Conference on Image Processing.

Leveraging Mid-Level Semantic Boundary Cues for Automated Lymph Node Detection

Ronald M. Summers, Adrian Barbu, Holger Roth, 2015, MICCAI.

Hierarchical patch generation for multilevel statistical shape analysis by principal factor analysis decomposition

Ronald M. Summers, Marius George Linguraru, Mauricio Reyes, 2010, Medical Imaging.

Tracheal and central bronchial aerodynamics using virtual bronchoscopy and computational fluid dynamics

Ronald M. Summers, Juan R. Cebral, R. Summers, 2004, IEEE Transactions on Medical Imaging.

Holistic Segmentation of Intermuscular Adipose Tissues on Thigh MRI

Ronald M. Summers, Jianhua Yao, William Kovacs, 2017, MICCAI.

Surface curvature estimation for automatic colonic polyp detection

Ronald M. Summers, Amy K. Hara, Adam Huang, 2005, SPIE Medical Imaging.

Automated detection of blob structures by Hessian analysis and object scale

Ronald M. Summers, Jiamin Liu, Jacob M. White, 2010, 2010 IEEE International Conference on Image Processing.

Improved virtual bronchoscopy using a multislice helical CT scanner

Ronald M. Summers, Bradford J. Wood, Michael C. Sneller, 2000, Medical Imaging.

High-performance computer aided detection system for polyp detection in CT colonography with fluid and fecal tagging

Ronald M. Summers, Jiamin Liu, Shijun Wang, 2009, Medical Imaging.

Unsupervised Joint Mining of Deep Features and Image Labels for Large-Scale Radiology Image Categorization and Scene Recognition

Ronald M. Summers, Jianhua Yao, Mohammadhadi Bagheri, 2017, 2017 IEEE Winter Conference on Applications of Computer Vision (WACV).

Deep convolutional networks for automated detection of posterior-element fractures on spine CT

Ronald M. Summers, Jianhua Yao, Holger Roth, 2016, SPIE Medical Imaging.

Fast few-shot transfer learning for disease identification from chest x-ray images using autoencoder ensemble

Ronald M. Summers, Yuxing Tang, Angshuman Paul, 2020, Medical Imaging.

Holistic segmentation of the lung in cine MRI

Ronald M. Summers, Jianhua Yao, Nathan Hsieh, 2017, Journal of medical imaging.

Realistic colon simulation in CT colonography using mesh skinning

Ronald M. Summers, Jianhua Yao, Ananda S. Chowdhury, 2010, Medical Imaging.

CT Colonography Computer-Aided Polyp Detection using Topographical Height Map

Ronald M. Summers, Jiang Li, Jianhua Yao, 2007, 2007 IEEE International Conference on Image Processing.

Open-source radiation exposure extraction engine (RE3) for dose monitoring

Ronald M. Summers, Les R. Folio, Samuel Weisenthal, 2015, Medical Imaging.

Self-learning to detect and segment cysts in lung CT images without manual annotation

Ronald M. Summers, Ling Zhang, Jianhua Yao, 2018, 2018 IEEE 15th International Symposium on Biomedical Imaging (ISBI 2018).

Fusion of machine intelligence and human intelligence for colonic polyp detection in CT colonography

Ronald M. Summers, Shijun Wang, Nicholas Petrick, 2011, 2011 IEEE International Symposium on Biomedical Imaging: From Nano to Macro.

A multi-center milestone study of clinical vertebral CT segmentation

Ronald M. Summers, Purang Abolmaesumi, Bulat Ibragimov, 2016, Comput. Medical Imaging Graph..

Automatic multi-resolution shape modeling of multi-organ structures

Ronald M. Summers, Marius George Linguraru, Juan J. Cerrolaza, 2015, Medical Image Anal..

Pancreatic Tumor Growth Prediction with Multiplicative Growth and Image-Derived Motion

Ronald M. Summers, Jianhua Yao, Ken C. L. Wong, 2015, IPMI.

Introduction to the special section on virtual endoscopy

Ronald M. Summers, Zhengrong Liang, William E. Higgins, 2004, IEEE Trans. Medical Imaging.

Level set based vertebra segmentation for the evaluation of Ankylosing Spondylitis

Ronald M. Summers, Jianhua Yao, Sovira Tan, 2006, SPIE Medical Imaging.

Wavelet method for CT colonography computer-aided polyp detection

Ronald M. Summers, Adam Huang, Jiang Li, 2006, 3rd IEEE International Symposium on Biomedical Imaging: Nano to Macro, 2006..

A fast mean-field method for large-scale high-dimensional data and its application in colonic polyp detection at CT colonography

Ronald M. Summers, Changshui Zhang, Shijun Wang, 2009, 2009 International Joint Conference on Neural Networks.

Automated matching of supine and prone colonic polyps based on PCA and SVMs

Ronald M. Summers, Shijun Wang, Robert L. Van Uitert, 2008, SPIE Medical Imaging.

Active appearance model and deep learning for more accurate prostate segmentation on MRI

Ronald M. Summers, Peter L. Choyke, Matthew J. McAuliffe, 2016, SPIE Medical Imaging.

Morphometric methods for virtual endoscopy

Ronald M. Summers, R. Summers, 2000 .

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

Youbao Tang, Jing Xiao, Ronald M. Summers, 2018, MICCAI.

Efficient Hilbert transform-based alternative to Tofts physiological models for representing MRI dynamic contrast-enhanced images in computer-aided diagnosis of prostate cancer

Ronald M. Summers, Berkman Sahiner, Baris Turkbey, 2015, Medical Imaging.

Manifold Diffusion for Exophytic Kidney Lesion Detection on Non-contrast CT Images

Ronald M. Summers, Jianfei Liu, Jianhua Yao, 2013, MICCAI.

Combining fully convolutional networks and graph-based approach for automated segmentation of cervical cell nuclei

Ronald M. Summers, Milan Sonka, Ling Zhang, 2017, 2017 IEEE 14th International Symposium on Biomedical Imaging (ISBI 2017).

Level sets on non-planar manifolds for ridge detection on isosurfaces

Ronald M. Summers, Jianhua Yao, Sovira Tan, 2007, SPIE Medical Imaging.

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

Ronald M. Summers, Jiamin Liu, Holger Roth, 2015, IEEE Transactions on Image Processing.

Characterizing Colonic Detections in CT Colonography Using Curvature-Based Feature Descriptor and Bag-of-Words Model

Ronald M. Summers, Jianhua Yao, Javed M. Aman, 2010, Virtual Colonoscopy and Abdominal Imaging.

Automatic MR prostate segmentation by deep learning with holistically-nested networks

Ronald M. Summers, Nathan Lay, Baris Turkbey, 2017, Medical Imaging.

Statistical 4D graphs for multi-organ abdominal segmentation from multiphase CT

Ronald M. Summers, Marius George Linguraru, Vivek Pamulapati, 2012, Medical Image Anal..

Improved method for predicting polyp location from CT colonography for optical colonoscopy

Ronald M. Summers, Jiamin Liu, Jianhua Yao, 2010, 2010 IEEE International Conference on Image Processing.

Large-scale validation of a computer-aided polyp detection algorithm for CT colonography using cluster computing

Ronald M. Summers, Ingmar Bitter, John E. Brown, 2004, SPIE Medical Imaging.

Content-Based Image Retrieval for Medical Image Analysis

Ronald M. Summers, Jianhua Yao, R. Summers, 2012 .

Supine and prone CT colonography registration by matching graphs of teniae coli

Ronald M. Summers, Jianhua Yao, Shijun Wang, 2012, 2012 9th IEEE International Symposium on Biomedical Imaging (ISBI).

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

Youbao Tang, Jing Xiao, Ronald M. Summers, 2018, MICCAI.

Computer-aided marginal artery detection on computed tomographic colonography

Ronald M. Summers, Jiamin Liu, Jianhua Yao, 2012, Medical Imaging.

Automatic 3D kidney segmentation based on shape constrained GC-OAAM

Ronald M. Summers, Xinjian Chen, Jianhua Yao, 2011, Medical Imaging.

Computer-aided lymph node detection in abdominal CT images

Ronald M. Summers, Jiamin Liu, Jacob M. White, 2010, Medical Imaging.

Sequential Monte Carlo tracking of the marginal artery by multiple cue fusion and random forest regression

Ronald M. Summers, Jianfei Liu, Le Lu, 2015, Medical Image Anal..

Text Mining Radiology Reports for Deep Learning Radiology Images

Ronald M. Summers, Yifan Peng, Zhiyong Lu, 2017, AMIA.

Detection of anatomical landmarks in human colon from computed tomographic colonography images

Ronald M. Summers, Jianhua Yao, Marius George Linguraru, 2008, 2008 19th International Conference on Pattern Recognition.

Colonic fold detection from computed tomographic colonography images using diffusion-FCM and level sets

Ronald M. Summers, Jianhua Yao, Ananda S. Chowdhury, 2010, Pattern Recognit. Lett..

A prostate cancer computer-aided diagnosis system using multimodal magnetic resonance imaging and targeted biopsy labels

Ronald M. Summers, Baris Turkbey, Peter L. Choyke, 2013, Medical Imaging.

Front Matter: Volume 7963

Ronald M. Summers, Bram van Ginneken, B. Ginneken, 2011, Medical Imaging: Computer-Aided Diagnosis.

Affine invariant parameterization to assess local shape in abdominal organs

Ronald M. Summers, Marius George Linguraru, Jeremy M. Watt, 2011, Medical Imaging.

Machine learning and radiology

Ronald M. Summers, Shijun Wang, Shijun Wang, 2012, Medical Image Anal..

Automatic segmentation of colonic polyps in CT colonography based on knowledge-guided deformable models

Ronald M. Summers, Jianhua Yao, Marek Franaszek, 2003, SPIE Medical Imaging.

Colitis detection on computed tomography using regional convolutional neural networks

Ronald M. Summers, Jiamin Liu, Le Lu, 2016, 2016 IEEE 13th International Symposium on Biomedical Imaging (ISBI).

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

Yuxing Tang, Youbao Tang, Ronald M. Summers, 2020, MICCAI.

Reducing false positives of small bowel segmentation on CT scans by localizing colon regions

Ronald M. Summers, Jiamin Liu, Jianhua Yao, 2014, Medical Imaging.

Computer-Aided Infarction Identification from Cardiac CT Images: A Biomechanical Approach with SVM

Ronald M. Summers, Jianhua Yao, Ken C. L. Wong, 2015, MICCAI.

Mesenteric vasculature-guided small bowel segmentation on high-resolution 3D CT angiography scans

Ronald M. Summers, Jiamin Liu, Jianhua Yao, 2012, 2012 9th IEEE International Symposium on Biomedical Imaging (ISBI).

Multi network classification scheme for detection of colonic polyps in CT colonography data sets

Ronald M. Summers, James D. Malley, Marek Franaszek, 2002, Proceedings IEEE International Symposium on Biomedical Imaging.

Clinical image processing engine

Ronald M. Summers, Jianhua Yao, Jeremy Chen, 2009, Medical Imaging.

Automatic Correction of Level Set Based Subvoxel Precise Centerlines for Virtual Colonoscopy Using the Colon Outer Wall

Ronald M. Summers, Robert L. Van Uitert, R. V. Uitert, 2007, IEEE Transactions on Medical Imaging.

A Decomposable Model for the Detection of Prostate Cancer in Multi-parametric MRI

Ronald M. Summers, Nathan Lay, Adrian Barbu, 2018, MICCAI.

DETECTION AND SEGMENTATION OF COLONIC POLYPS ON HAUSTRAL FOLDS

Ronald M. Summers, Jianhua Yao, 2007, 2007 4th IEEE International Symposium on Biomedical Imaging: From Nano to Macro.

Cortical shell unwrapping for vertebral body abnormality detection on computed tomography

Ronald M. Summers, Jianhua Yao, Joseph E. Burns, 2014, Comput. Medical Imaging Graph..

Multi-organ segmentation in abdominal CT images

Ronald M. Summers, Yoshinobu Sato, Marius George Linguraru, 2012, 2012 Annual International Conference of the IEEE Engineering in Medicine and Biology Society.

Deep Learning in Medical Imaging: Overview and Future Promise of an Exciting New Technique

Ronald M. Summers, Hayit Greenspan, Bram van Ginneken, 2016 .

Hybrid segmentation of colon filled with air and opacified fluid for CT colonography

Ronald M. Summers, Marek Franaszek, Perry J. Pickhardt, 2006, IEEE Transactions on Medical Imaging.

Automated segmentation of the thyroid gland on CT using multi-atlas label fusion and random forest

Ronald M. Summers, Jiamin Liu, Jianhua Yao, 2015, 2015 IEEE 12th International Symposium on Biomedical Imaging (ISBI).

Accurate Weakly Supervised Deep Lesion Segmentation on CT Scans: Self-Paced 3D Mask Generation from RECIST pdf

Youbao Tang, Jing Xiao, Ronald M. Summers, 2018, ArXiv.

Detection of sclerotic bone metastases in the spine using watershed algorithm and graph cut

Ronald M. Summers, Jianhua Yao, Joseph E. Burns, 2012, Medical Imaging.

Robust detection of renal calculi from non-contract CT images using TV-flow and MSER features

Ronald M. Summers, Jianfei Liu, Shijun Wang, 2013, Medical Imaging.

Regional infarction identification from cardiac CT images: a computer-aided biomechanical approach

Ronald M. Summers, Jianhua Yao, Ken C. L. Wong, 2016, International Journal of Computer Assisted Radiology and Surgery.

ChestX-ray: Hospital-Scale Chest X-ray Database and Benchmarks on Weakly Supervised Classification and Localization of Common Thorax Diseases

Ronald M. Summers, Yifan Peng, Zhiyong Lu, 2019, Deep Learning and Convolutional Neural Networks for Medical Imaging and Clinical Informatics.

Detection of benign prostatic hyperplasia nodules in T2W MR images using fuzzy decision forest

Ronald M. Summers, Nathan Lay, Baris Turkbey, 2016, SPIE Medical Imaging.

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

Ronald M. Summers, Daniel C. Elton, Sungwon Lee, 2020 .

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

Ronald M. Summers, Yifan Peng, Zhiyong Lu, 2019, 2019 IEEE International Conference on Healthcare Informatics (ICHI).

Intra-patient colon surface registration based on t&tildeae;ni&tildeae; coli

Ronald M. Summers, Julien Lamy, 2007, SPIE Medical Imaging.

Computer-aided detection of exophytic renal lesions on non-contrast CT images

Ronald M. Summers, Jianfei Liu, Jianhua Yao, 2015, Medical Image Anal..

TieNet: Text-Image Embedding Network for Common Thorax Disease Classification and Reporting in Chest X-Rays

Ronald M. Summers, Yifan Peng, Zhiyong Lu, 2018, 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition.

Future Directions: Computer-Aided Diagnosis

Ronald M. Summers, Hiroyuki Yoshida, 2005 .

Holistic Interstitial Lung Disease Detection using Deep Convolutional Neural Networks: Multi-label Learning and Unordered Pooling pdf

Ronald M. Summers, Adam P. Harrison, Le Lu, 2017, ArXiv.

The future of digital health with federated learning

Ronald M. Summers, Daguang Xu, M. Jorge Cardoso, 2020, npj Digital Medicine.

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

Ronald M. Summers, Mohammadhadi Bagheri, Ke Yan, 2018, MICCAI.

Colonic wall thickness using level sets for CT virtual colonoscopy visual assessment and polyp detection

Ronald M. Summers, Robert L. Van Uitert, 2007, SPIE Medical Imaging.

Tracking diaphragm and chest wall movement on cine-MRI

Ronald M. Summers, Jianhua Yao, Andrew E. Arai, 2018, 2018 IEEE 15th International Symposium on Biomedical Imaging (ISBI 2018).

Segmentation label propagation using deep convolutional neural networks and dense conditional random field

Ronald M. Summers, Le Lu, Mingchen Gao, 2016, 2016 IEEE 13th International Symposium on Biomedical Imaging (ISBI).

DeepPap: Deep Convolutional Networks for Cervical Cell Classification

Ronald M. Summers, Jianhua Yao, Shaoxiong Liu, 2017, IEEE Journal of Biomedical and Health Informatics.

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

Ronald M. Summers, Ling Zhang, Jianhua Yao, 2019, ArXiv.

Interpretability of anatomical variability analysis of abdominal organs via clusterization of decomposition modes

Ronald M. Summers, Marius George Linguraru, Mauricio Reyes, 2008, 2008 30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society.

Abdominal lymphadenopathy detection using random forest

Ronald M. Summers, Shijun Wang, Evrim Turkbey, 2014, Medical Imaging.

Cascaded coarse-to-fine convolutional neural networks for pericardial effusion localization and segmentation on CT scans

Ronald M. Summers, Jiamin Liu, Mohammadhadi Bagheri, 2018, 2018 IEEE 15th International Symposium on Biomedical Imaging (ISBI 2018).

Three Aspects on Using Convolutional Neural Networks for Computer-Aided Detection in Medical Imaging

Ronald M. Summers, Jianhua Yao, Holger Roth, 2017, Deep Learning and Convolutional Neural Networks for Medical Image Computing.

A Review of Deep Learning in Medical Imaging: Imaging Traits, Technology Trends, Case Studies With Progress Highlights, and Future Promises pdf

Ronald M. Summers, Jerry L. Prince, Daniel Rueckert, 2020, Proceedings of the IEEE.

DMLLE: a large-scale dimensionality reduction method for detection of polyps in CT colonography

Ronald M. Summers, Jianhua Yao, Shijun Wang, 2008, SPIE Medical Imaging.

Anatomy-specific classification of medical images using deep convolutional nets

Ronald M. Summers, Jianhua Yao, Holger Roth, 2015, 2015 IEEE 12th International Symposium on Biomedical Imaging (ISBI).

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

Ronald M. Summers, Daniel Rueckert, Chen Qin, 2019, ArXiv.

Computer assisted measurement of femoral cortex thickening on radiographs

Ronald M. Summers, Jianhua Yao, Yixun Liu, 2013, Medical Imaging.

Open-Source Radiation Exposure Extraction Engine (RE3) with Patient-Specific Outlier Detection

Ronald M. Summers, Jianhua Yao, Ari Seff, 2016, Journal of Digital Imaging.

Quantitative vertebral compression fracture evaluation using a height compass

Ronald M. Summers, Jianhua Yao, Joseph E. Burns, 2012, Medical Imaging.

Multi-label Deep Regression and Unordered Pooling for Holistic Interstitial Lung Disease Pattern Detection

Ronald M. Summers, Adam P. Harrison, Le Lu, 2016, MLMI@MICCAI.

Matching colonic polyps using correlation optimized warping

Ronald M. Summers, Jianhua Yao, Shijun Wang, 2010, Medical Imaging.

Multi-organ automatic segmentation in 4D contrast-enhanced abdominal CT

Ronald M. Summers, Marius George Linguraru, 2008, 2008 5th IEEE International Symposium on Biomedical Imaging: From Nano to Macro.

Renal tumor quantification and classification in triple-phase contrast-enhanced abdominal CT

Ronald M. Summers, Jianhua Yao, Marius George Linguraru, 2009, 2009 IEEE International Symposium on Biomedical Imaging: From Nano to Macro.

Asymmetric Affinity in Fuzzy Connectedness Segmentation for Oral Contrast-Enhances CT Colonography

Ronald M. Summers, Marek Franaszek, R. Summers, 2006, 19th IEEE Symposium on Computer-Based Medical Systems (CBMS'06).

Visual Phrase Learning and Its Application in Computed Tomographic Colonography

Ronald M. Summers, Jiamin Liu, Shijun Wang, 2013, MICCAI.

Locally constrained active contour: a region-based level set for ovarian cancer metastasis segmentation

Ronald M. Summers, Jianfei Liu, Jianhua Yao, 2014, Medical Imaging.

Common Limitations of Image Processing Metrics: A Picture Story pdf

Ronald M. Summers, Sotirios A. Tsaftaris, Lena Maier-Hein, 2021, ArXiv.

Use of Variational Autoencoders with Unsupervised Learning to Detect Incorrect Organ Segmentations at CT.

Ronald M. Summers, Ke Yan, Veit Sandfort, 2021, Radiology. Artificial intelligence.

Learning Few-Shot Chest X-Ray Diagnosis Using Images From The Published Scientific Literature

Ronald M. Summers, Zhiyong Lu, Angshuman Paul, 2021, 2021 IEEE 18th International Symposium on Biomedical Imaging (ISBI).

Improving Weakly Supervised Lesion Segmentation using Multi-Task Learning

Ronald M. Summers, Elena Sizikova, Huy V. Vo, 2021, MIDL.

Generalized Zero-Shot Chest X-Ray Diagnosis Through Trait-Guided Multi-View Semantic Embedding With Self-Training

Ronald M. Summers, Zhiyong Lu, Angshuman Paul, 2021, IEEE Transactions on Medical Imaging.

Lymph node detection in T2 MRI with transformers pdf

Ronald M. Summers, Tejas Sudharshan Mathai, Daniel C. Elton, 2021, Medical Imaging.

Universal lesion detection in CT scans using neural network ensembles pdf

Ronald M. Summers, Tejas Sudharshan Mathai, Tarun Mattikalli, 2021, Medical Imaging.

A Graph-theoretic Algorithm for Small Bowel Path Tracking in CT Scans pdf

Ronald M. Summers, Seung Yeon Shin, Sungwon Lee, 2021, ArXiv.

Assessing splenomegaly: automated volumetric analysis of the spleen.

Ronald M. Summers, Marius George Linguraru, Jesse K. Sandberg, 2013, Academic radiology.

Vertebral Body Compression Fractures and Bone Density: Automated Detection and Classification on CT Images.

Ronald M. Summers, Jianhua Yao, Joseph E. Burns, 2017, Radiology.

Automated segmentation and quantification of aortic calcification at abdominal CT: application of a deep learning-based algorithm to a longitudinal screening cohort

Ronald M. Summers, Jiamin Liu, Perry J. Pickhardt, 2019, Abdominal Radiology.

Computer-aided diagnosis prior to conventional interpretation of prostate mpMRI: an international multi-reader study

Ronald M. Summers, Nathan Lay, Baris Turkbey, 2018, European Radiology.

Texture analysis in radiology: Does the emperor have no clothes?

Ronald M. Summers, R. Summers, 2017, Abdominal Radiology.

A Machine Learning Algorithm to Estimate Sarcopenia on Abdominal CT.

Ronald M. Summers, Jianhua Yao, Joseph E. Burns, 2020, Academic radiology.

Multi-level Deep Convolutional Networks for Automated Pancreas Segmentation a set of bounding boxes covering each image superpixel at multiple spatial scales in a “ zoom-out ” fashion

Ronald M. Summers, Le Lu, Jiamin Liu, 2018 .

Challenges for computer-aided diagnosis for CT colonography

Ronald M. Summers, R. Summers, 2002 .

Computer Aided Detection of Bone Metastases in the Thoracolumbar Spine

Ronald M. Summers, Jianhua Yao, Joseph E. Burns, 2015 .

Associations among Pericolonic Fat, Visceral Fat, and Colorectal Polyps on CT Colonography

Ronald M. Summers, Jianhua Yao, Jiamin Liu, 2014, Obesity.

Computer Aided Detection of Spinal Degenerative Osteophytes on Sodium Fluoride PET/CT

Ronald M. Summers, Jianhua Yao, Joseph E. Burns, 2014 .

Association between visceral adiposity and colorectal polyps on CT colonography.

Ronald M. Summers, Jianhua Yao, Jiamin Liu, 2012, AJR. American journal of roentgenology.

Medical Imaging 2011: Computer-Aided Diagnosis

Ronald M. Summers, Bram van Ginneken, 2011 .

Fast Correction Method for Abdominal Multi-Organ Segmentation Using 2 D / 3 D Free Form Deformation and Posterior Shape Models

Ronald M. Summers, Marius George Linguraru, Mauricio Reyes, 2015 .

Image gallery: A tool for rapid endobronchial lesion detection and display using virtual bronchoscopy

Ronald M. Summers, R. Summers, 1998, Journal of digital imaging.

colonic polyp segmentation using dynamic deformable surfaces

Ronald M. Summers, Jianhua Yao, R. Summers, 2004 .

Navigational aids for real-time virtual bronchoscopy

Ronald M. Summers, R. Summers, 1997 .