| 2025 | MICCAI | LEAVS: An LLM-Based Labeler for Abdominal CT Supervision. | Ricardo Bigolin Lanfredi, Yan Zhuang, Mark Finkelstein, Praveen Thoppey Srinivasan Balamuralikrishna, Luke Krembs, Brandon Khoury, Arthi Reddy, Pritam Mukherjee, Neil M. Rofsky, Ronald M. Summers |
| 2025 | MICCAI | Benchmarking MRISegmenter++ for Splenomegaly: A Comprehensive Comparative Study. | Jianfei Liu, Langston Locke, Pritam Mukherjee, Tejas Sudharshan Mathai, Yan Zhuang, Brandon Khoury, Lauren Eckhardt, Christina T. Kozycki, Ronald M. Summers |
| 2024 | MICCAI | AI Fairness in Medical Imaging: Controlling for Disease Severity. | Pritam Mukherjee, Ronald M. Summers |
| 2023 | KDD | Expert Knowledge-Aware Image Difference Graph Representation Learning for Difference-Aware Medical Visual Question Answering. | Xinyue Hu, Lin Gu, Qiyuan An, Mengliang Zhang, Liangchen Liu, Kazuma Kobayashi, Tatsuya Harada, Ronald M. Summers, Yingying Zhu |
| 2023 | MICCAI | How Does Pruning Impact Long-Tailed Multi-label Medical Image Classifiers? | Gregory Holste, Ziyu Jiang, Ajay Jaiswal, Maria Hanna, Shlomo Minkowitz, Alan C. Legasto, Joanna G. Escalon, Sharon Steinberger, Mark Bittman, Thomas C. Shen, Ying Ding, Ronald M. Summers, George Shih, Yifan Peng, Zhangyang Wang |
| 2023 | MICCAI | A Dual-Branch Network with Mixed and Self-Supervision for Medical Image Segmentation: An Application to Segment Edematous Adipose Tissue. | Jianfei Liu, Omid Shafaat, Ronald M. Summers |
| 2023 | MICCAI | Anatomical Location-Guided Deep Learning-Based Genetic Cluster Identification of Pheochromocytomas and Paragangliomas from CT Images. | Bikash Santra, Abhishek Jha, Pritam Mukherjee, Mayank Patel, Karel Pacak, Ronald M. Summers |
| 2023 | MICCAI | Semantic Image Synthesis for Abdominal CT. | Yan Zhuang, Benjamin Hou, Tejas Sudharshan Mathai, Pritam Mukherjee, Boah Kim, Ronald M. Summers |
| 2023 | MICCAI | Utilizing Longitudinal Chest X-Rays and Reports to Pre-fill Radiology Reports. | Qingqing Zhu, Tejas Sudharshan Mathai, Pritam Mukherjee, Yifan Peng, Ronald M. Summers, Zhiyong Lu |
| 2022 | MICCAI | Class Imbalance Correction for Improved Universal Lesion Detection and Tagging in CT. | Peter D. Erickson, Tejas Sudharshan Mathai, Ronald M. Summers |
| 2022 | MICCAI | Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study. | Gregory Holste, Song Wang, Ziyu Jiang, Thomas C. Shen, George Shih, Ronald M. Summers, Yifan Peng, Zhangyang Wang |
| 2022 | MICCAI | Improved Multi-modal Patch Based Lymphoma Segmentation with Negative Sample Augmentation and Label Guidance on PET/CT Scans. | Liangchen Liu, Jianfei Liu, Manas Kumar Nag, Navid Hasani, Seung Yeon Shin, Sriram S. Paravastu, Babak Saboury, Jing Xiao, Lingyun Huang, Ronald M. Summers |
| 2022 | MICCAI | Automated Assessment of Renal Calculi in Serial Computed Tomography Scans. | Pritam Mukherjee, Sungwon Lee, Perry J. Pickhardt, Ronald M. Summers |
| 2022 | MICCAI | Universal Lesion Detection and Classification Using Limited Data and Weakly-Supervised Self-training. | Varun Naga, Tejas Sudharshan Mathai, Angshuman Paul, Ronald M. Summers |
| 2022 | MICCAI | Deep Reinforcement Learning for Small Bowel Path Tracking Using Different Types of Annotations. | Seung Yeon Shin, Ronald M. Summers |
| 2021 | MICCAI | RATCHET: Medical Transformer for Chest X-ray Diagnosis and Reporting. | Benjamin Hou, Georgios Kaissis, Ronald M. Summers, Bernhard Kainz |
| 2021 | MICCAI | Detection of Lymph Nodes in T2 MRI Using Neural Network Ensembles. | Tejas Sudharshan Mathai, Sungwon Lee, Daniel C. Elton, Thomas C. Shen, Yifan Peng, Zhiyong Lu, Ronald M. Summers |
| 2021 | MICCAI | Unsupervised Domain Adaptation for Small Bowel Segmentation Using Disentangled Representation. | Seung Yeon Shin, Sungwon Lee, Ronald M. Summers |
| 2021 | MICCAI | Learning Structure from Visual Semantic Features and Radiology Ontology for Lymph Node Classification on MRI. | Yingying Zhu, Shuai Wang, Qingyu Chen, Sungwon Lee, Thomas C. Shen, Daniel C. Elton, Zhiyong Lu, Ronald M. Summers |
| 2020 | MICCAI | COMe-SEE: Cross-modality Semantic Embedding Ensemble for Generalized Zero-Shot Diagnosis of Chest Radiographs. | Angshuman Paul, Thomas C. Shen, Niranjan Balachandar, Yuxing Tang, Yifan Peng, Zhiyong Lu, Ronald M. Summers |
| 2020 | MICCAI | Image-Level Harmonization of Multi-site Data Using Image-and-Spatial Transformer Networks. | Robert Robinson, Qi Dou, Daniel Coelho de Castro, Konstantinos Kamnitsas, Marius de Groot, Ronald M. Summers, Daniel Rueckert, Ben Glocker |
| 2020 | MICCAI | Deep Small Bowel Segmentation with Cylindrical Topological Constraints. | Seung Yeon Shin, Sungwon Lee, Daniel C. Elton, James L. Gulley, Ronald M. Summers |
| 2020 | MICCAI | E | Youbao Tang, Yuxing Tang, Yingying Zhu, Jing Xiao, Ronald M. Summers |
| 2020 | MICCAI | One Click Lesion RECIST Measurement and Segmentation on CT Scans. | Youbao Tang, Ke Yan, Jing Xiao, Ronald M. Summers |
| 2020 | MICCAI | Cross-domain Medical Image Translation by Shared Latent Gaussian Mixture Model. | Yingying Zhu, Youbao Tang, Yuxing Tang, Daniel C. Elton, Sungwon Lee, Perry J. Pickhardt, Ronald M. Summers |
| 2019 | CVPR | Holistic and Comprehensive Annotation of Clinically Significant Findings on Diverse CT Images: Learning From Radiology Reports and Label Ontology. | Ke Yan, Yifan Peng, Veit Sandfort, Mohammadhadi Bagheri, Zhiyong Lu, Ronald M. Summers |
| 2019 | MICCAI | TUNA-Net: Task-Oriented UNsupervised Adversarial Network for Disease Recognition in Cross-domain Chest X-rays. | Yuxing Tang, Youbao Tang, Veit Sandfort, Jing Xiao, Ronald M. Summers |
| 2019 | MICCAI | MULAN: Multitask Universal Lesion Analysis Network for Joint Lesion Detection, Tagging, and Segmentation. | Ke Yan, Youbao Tang, Yifan Peng, Veit Sandfort, Mohammadhadi Bagheri, Zhiyong Lu, Ronald M. Summers |
| 2018 | CVPR | TieNet: Text-Image Embedding Network for Common Thorax Disease Classification and Reporting in Chest X-Rays. | Xiaosong Wang, Yifan Peng, Le Lu, Zhiyong Lu, Ronald M. Summers |
| 2018 | CVPR | Deep Lesion Graphs in the Wild: Relationship Learning and Organization of Significant Radiology Image Findings in a Diverse Large-Scale Lesion Database. | Ke Yan, Xiaosong Wang, Le Lu, Ling Zhang, Adam P. Harrison, Mohammadhadi Bagheri, Ronald M. Summers |
| 2018 | MICCAI | Accurate Weakly-Supervised Deep Lesion Segmentation Using Large-Scale Clinical Annotations: Slice-Propagated 3D Mask Generation from 2D RECIST. | Jinzheng Cai, Youbao Tang, Le Lu, Adam P. Harrison, Ke Yan, Jing Xiao, Lin Yang, Ronald M. Summers |
| 2018 | MICCAI | A Decomposable Model for the Detection of Prostate Cancer in Multi-parametric MRI. | Nathan Lay, Yohannes Tsehay, Yohan Sumathipala, Ruida Cheng, Sonia Gaur, Clayton Smith, Adrian Barbu, Le Lu, Baris Turkbey, Peter L. Choyke, Peter A. Pinto, Ronald M. Summers |
| 2018 | MICCAI | CT Image Enhancement Using Stacked Generative Adversarial Networks and Transfer Learning for Lesion Segmentation Improvement. | Youbao Tang, Jinzheng Cai, Le Lu, Adam P. Harrison, Ke Yan, Jing Xiao, Lin Yang, Ronald M. Summers |
| 2018 | MICCAI | Semi-automatic RECIST Labeling on CT Scans with Cascaded Convolutional Neural Networks. | Youbao Tang, Adam P. Harrison, Mohammadhadi Bagheri, Jing Xiao, Ronald M. Summers |
| 2018 | MICCAI | Attention-Guided Curriculum Learning for Weakly Supervised Classification and Localization of Thoracic Diseases on Chest Radiographs. | Yuxing Tang, Xiaosong Wang, Adam P. Harrison, Le Lu, Jing Xiao, Ronald M. Summers |
| 2018 | MICCAI | 3D Context Enhanced Region-Based Convolutional Neural Network for End-to-End Lesion Detection. | Ke Yan, Mohammadhadi Bagheri, Ronald M. Summers |
| 2017 | AMIA | Text Mining Radiology Reports for Deep Learning Radiology Images. | Yifan Peng, Xiaosong Wang, Le Lu, Mohammadhadi Bagheri, Ronald M. Summers, Zhiyong Lu |
| 2017 | CVPR | ChestX-Ray8: Hospital-Scale Chest X-Ray Database and Benchmarks on Weakly-Supervised Classification and Localization of Common Thorax Diseases. | Xiaosong Wang, Yifan Peng, Le Lu, Zhiyong Lu, Mohammadhadi Bagheri, Ronald M. Summers |
| 2017 | MICCAI | Progressive and Multi-path Holistically Nested Neural Networks for Pathological Lung Segmentation from CT Images. | Adam P. Harrison, Ziyue Xu, Kevin George, Le Lu, Ronald M. Summers, Daniel J. Mollura |
| 2017 | MICCAI | Holistic Segmentation of Intermuscular Adipose Tissues on Thigh MRI. | Jianhua Yao, William Kovacs, Nathan Hsieh, Chia-Ying Liu, Ronald M. Summers |
| 2017 | MICCAI | Personalized Pancreatic Tumor Growth Prediction via Group Learning. | Ling Zhang, Le Lu, Ronald M. Summers, Electron Kebebew, Jianhua Yao |
| 2017 | WACV | Unsupervised Joint Mining of Deep Features and Image Labels for Large-Scale Radiology Image Categorization and Scene Recognition. | Xiaosong Wang, Le Lu, Hoo-Chang Shin, Lauren Kim, Mohammadhadi Bagheri, Isabella Nogues, Jianhua Yao, Ronald M. Summers |
| 2016 | CVPR | Learning to Read Chest X-Rays: Recurrent Neural Cascade Model for Automated Image Annotation. | Hoo-Chang Shin, Kirk Roberts, Le Lu, Dina Demner-Fushman, Jianhua Yao, Ronald M. Summers |
| 2016 | MICCAI | Soft Multi-organ Shape Models via Generalized PCA: A General Framework. | Juan J. Cerrolaza, Ronald M. Summers, Marius George Linguraru |
| 2016 | MICCAI | Multi-label Deep Regression and Unordered Pooling for Holistic Interstitial Lung Disease Pattern Detection. | Mingchen Gao, Ziyue Xu, Le Lu, Adam P. Harrison, Ronald M. Summers, Daniel J. Mollura |
| 2016 | MICCAI | Automatic Lymph Node Cluster Segmentation Using Holistically-Nested Neural Networks and Structured Optimization in CT Images. | Isabella Nogues, Le Lu, Xiaosong Wang, Holger Roth, Gedas Bertasius, Nathan Lay, Jianbo Shi, Yohannes Tsehay, Ronald M. Summers |
| 2016 | MICCAI | Spatial Aggregation of Holistically-Nested Networks for Automated Pancreas Segmentation. | Holger R. Roth, Le Lu, Amal Farag, Andrew Sohn, Ronald M. Summers |
| 2016 | MICCAI | Detection of Degenerative Osteophytes of the Spine on PET/CT Using Region-Based Convolutional Neural Networks. | Yinong Wang, Jianhua Yao, Joseph E. Burns, Jiamin Liu, Ronald M. Summers |
| 2016 | WACV | Accurate 3D bone segmentation in challenging CT images: Bottom-up parsing and contextualized optimization. | Le Lu, Dijia Wu, Nathan Lay, David Liu, Isabella Nogues, Ronald M. Summers |
| 2015 | CVPR | Interleaved text/image Deep Mining on a large-scale radiology database. | Hoo-Chang Shin, Le Lu, Lauren Kim, Ari Seff, Jianhua Yao, Ronald M. Summers |
| 2015 | MICCAI | DeepOrgan: Multi-level Deep Convolutional Networks for Automated Pancreas Segmentation. | Holger R. Roth, Le Lu, Amal Farag, Hoo-Chang Shin, Jiamin Liu, Evrim B. Turkbey, Ronald M. Summers |
| 2015 | MICCAI | Leveraging Mid-Level Semantic Boundary Cues for Automated Lymph Node Detection. | Ari Seff, Le Lu, Adrian Barbu, Holger Roth, Hoo-Chang Shin, Ronald M. Summers |
| 2015 | MICCAI | Multi-atlas Segmentation with Joint Label Fusion of Osteoporotic Vertebral Compression Fractures on CT. | Yinong Wang, Jianhua Yao, Holger R. Roth, Joseph E. Burns, Ronald M. Summers |
| 2015 | MICCAI | Computer-Aided Infarction Identification from Cardiac CT Images: A Biomechanical Approach with SVM. | Ken C. L. Wong, Michael Tee, Marcus Chen, David A. Bluemke, Ronald M. Summers, Jianhua Yao |
| 2014 | MICCAI | A Bottom-Up Approach for Automatic Pancreas Segmentation in Abdominal CT Scans. | Amal Farag, Le Lu, Evrim Turkbey, Jiamin Liu, Ronald M. Summers |
| 2014 | MICCAI | 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, Joanne Hoffman, Shijun Wang, Jiamin Liu, Evrim Turkbey, Ronald M. Summers |
| 2014 | MICCAI | 2D View Aggregation for Lymph Node Detection Using a Shallow Hierarchy of Linear Classifiers. | Ari Seff, Le Lu, Kevin M. Cherry, Holger R. Roth, Jiamin Liu, Shijun Wang, Joanne Hoffman, Evrim B. Turkbey, Ronald M. Summers |
| 2014 | MICCAI | Tumor Growth Prediction with Hyperelastic Biomechanical Model, Physiological Data Fusion, and Nonlinear Optimization. | Ken C. L. Wong, Ronald M. Summers, Electron Kebebew, Jianhua Yao |
| 2013 | MICCAI | Multimodal Image Driven Patient Specific Tumor Growth Modeling. | Yixun Liu, Samira M. Sadowski, Allison B. Weisbrod, Electron Kebebew, Ronald M. Summers, Jianhua Yao |
| 2013 | MICCAI | A Variational Framework for Joint Detection and Segmentation of Ovarian Cancer Metastases. | Jianfei Liu, Shijun Wang, Marius George Linguraru, Jianhua Yao, Ronald M. Summers |
| 2013 | MICCAI | Manifold Diffusion for Exophytic Kidney Lesion Detection on Non-contrast CT Images. | Jianfei Liu, Shijun Wang, Jianhua Yao, Marius George Linguraru, Ronald M. Summers |
| 2013 | MICCAI | Abdominal Multi-organ CT Segmentation Using Organ Correlation Graph and Prediction-Based Shape and Location Priors. | Toshiyuki Okada, Marius George Linguraru, Masatoshi Hori, Ronald M. Summers, Noriyuki Tomiyama, Yoshinobu Sato |
| 2013 | MICCAI | Visual Phrase Learning and Its Application in Computed Tomographic Colonography. | Shijun Wang, Matthew McKenna, Zhuoshi Wei, Jiamin Liu, Peter Liu, Ronald M. Summers |
| 2013 | MICCAI | Sequential Monte Carlo Tracking for Marginal Artery Segmentation on CT Angiography by Multiple Cue Fusion. | Shijun Wang, Brandon Peplinski, Le Lu, Weidong Zhang, Jianfei Liu, Zhuoshi Wei, Ronald M. Summers |
| 2012 | MICCAI | Tumor Sensitive Matching Flow: An Approach for Ovarian Cancer Metastasis Detection and Segmentation. | Jianfei Liu, Shijun Wang, Marius George Linguraru, Ronald M. Summers |
| 2012 | MICCAI | Gaussian Process Inference for Estimating Pharmacokinetic Parameters of Dynamic Contrast-Enhanced MR Images. | Shijun Wang, Peter Liu, Baris Turkbey, Peter L. Choyke, Peter A. Pinto, Ronald M. Summers |
| 2012 | MICCAI | Detection of Vertebral Body Fractures Based on Cortical Shell Unwrapping. | Jianhua Yao, Joseph E. Burns, Hector Munoz, Ronald M. Summers |
| 2011 | ICIP | Detection of pelvic fractures using graph cuts and curvatures. | Ananda S. Chowdhury, Joseph E. Burns, Bhaskar Sen, Arka Mukherjee, Jianhua Yao, Ronald M. Summers |
| 2011 | MICCAI | Liver and Tumor Segmentation and Analysis from CT of Diseased Patients via a Generic Affine Invariant Shape Parameterization and Graph Cuts. | Marius George Linguraru, William J. Richbourg, Jeremy M. Watt, Vivek Pamulapati, Ronald M. Summers |
| 2011 | MICCAI | Abdominal Multi-Organ Segmentation of CT Images Based on Hierarchical Spatial Modeling of Organ Interrelations. | Toshiyuki Okada, Marius George Linguraru, Yasuhide Yoshida, Masatoshi Hori, Ronald M. Summers, Yen-Wei Chen, Noriyuki Tomiyama, Yoshinobu Sato |
| 2011 | MICCAI | Computer-Aided Polyp Detection for Laxative-Free CT Colonography. | Neil Panjwani, Marius George Linguraru, Joel G. Fletcher, Ronald M. Summers |
| 2011 | MICCAI | Analyses of Missing Organs in Abdominal Multi-Organ Segmentation. | Miyuki Suzuki, Marius George Linguraru, Ronald M. Summers, Kazunori Okada |
| 2010 | ICIP | Improved method for predicting polyp location from CT colonography for optical colonoscopy. | Kevin W. Chang, Jiamin Liu, Jianhua Yao, Ronald M. Summers |
| 2010 | ICIP | Automated detection of blob structures by Hessian analysis and object scale. | Jiamin Liu, Jacob M. White, Ronald M. Summers |
| 2010 | ICIP | Graph matching based on mean field theory. | Shijun Wang, Nicholas Petrick, Robert L. Van Uitert Jr., Senthil Periaswamy, Ronald M. Summers |
| 2010 | MICCAI | Characterizing Colonic Detections in CT Colonography Using Curvature-Based Feature Descriptor and Bag-of-Words Model. | Javed M. Aman, Ronald M. Summers, Jianhua Yao |
| 2010 | MICCAI | Multi-organ Segmentation from Multi-phase Abdominal CT via 4D Graphs Using Enhancement, Shape and Location Optimization. | Marius George Linguraru, John A. Pura, Ananda S. Chowdhury, Ronald M. Summers |
| 2010 | MICCAI | Teniae Coli Extraction in Human Colon for Computed Tomographic Colonography Images. | Zhuoshi Wei, Jianhua Yao, Shijun Wang, Ronald M. Summers |
| 2009 | IJCNN | A fast mean-field method for large-scale high-dimensional data and its application in colonic polyp detection at CT colonography. | Shijun Wang, Ronald M. Summers, Changshui Zhang |
| 2009 | MICCAI | Atlas-Based Automated Segmentation of Spleen and Liver Using Adaptive Enhancement Estimation. | Marius George Linguraru, Jesse K. Sandberg, Zhixi Li, John A. Pura, Ronald M. Summers |
| 2009 | MICCAI | Statistical Location Model for Abdominal Organ Localization. | Jianhua Yao, Ronald M. Summers |
| 2008 | ICPR | Detection of anatomical landmarks in human colon from computed tomographic colonography images. | Ananda S. Chowdhury, Jianhua Yao, Robert L. Van Uitert Jr., Marius George Linguraru, Ronald M. Summers |
| 2008 | ICPR | Matching colonic polyps from prone and supine CT colonography scans based on statistical curvature information. | Shijun Wang, Jianhua Yao, Ronald M. Summers |
| 2007 | ICIP | CT Colonography Computer-Aided Polyp Detection using Topographical Height Map. | Jianhua Yao, Jiang Li, Ronald M. Summers |
| 2007 | ISVC | Teni Coli Detection from Colon Surface: Extraction of Anatomical Markers for Virtual Colonoscopy. | Julien Lamy, Ronald M. Summers |
| 2006 | CBMS | Asymmetric Affinity in Fuzzy Connectedness Segmentation for Oral Contrast-Enhances CT Colonography. | Marek Franaszek, Ronald M. Summers |
| 2005 | FlAIRS | An Efficient Feature Selection Algorithm for Computer-Aided Polyp Detection. | Jiang Li, Jianhua Yao, Ronald M. Summers, Amy K. Hara |
| 2001 | ICIP | Helical CT of von Hippel-Lindau: semi-automated segmentation of renal lesions. | Ronald M. Summers, Cecily M. L. Agcaoili, Matthew J. McAuliffe, Sarang S. Dalal, Peter J. Yim, Peter L. Choyke, McClellan M. Walther, W. Marston Linehan |
| 2001 | ICIP | Confocal volume rendering of the thorax. | Ronald M. Summers, R. Mullick, S. E. Finkelstein, D. S. Schrump |