Multi-estimator Full Left Ventricle Quantification Through Ensemble Learning. - Jiasha Liu; Xiang Li 001; Hui Ren 001; Quanzheng Li (STACOM@MICCAI, 2018)

3D Regional Shape Analysis of Left Ventricle Using MR Images: Abnormal Myocadium Detection and Classification. - Han Bao 003; Hui Ren 001; Zhiling Zhou; Xiang Li 001; Ning Guo; Quanzheng Li (ISBI, 2019)

Self-supervised Dynamic CT Perfusion Image Denoising with Deep Neural Networks. - Dufan Wu; Hui Ren 001; Quanzheng Li (CoRR, 2020)

Deep Learning-based Four-region Lung Segmentation in Chest Radiography for COVID-19 Diagnosis. - Young-Gon Kim; Kyung Sang Kim; Dufan Wu; Hui Ren 001; Won Young Tak; Soo Young Park; Yu Rim Lee; Min Kyu Kang; Jung Gil Park; Byung Seok Kim; Woo Jin Chung; Mannudeep K. Kalra; et al. (CoRR, 2020)

Severity and Consolidation Quantification of COVID-19 From CT Images Using Deep Learning Based on Hybrid Weak Labels. - Dufan Wu; Kuang Gong; Chiara Daniela Arru; Fatemeh Homayounieh; Bernardo Bizzo; Varun Buch; Hui Ren 001; Kyung Sang Kim; Nir Neumark; Pengcheng Xu; Zhiyuan Liu; Wei Fang; et al. (IEEE J. Biomed. Health Informatics, 2020)

Development and Validation of a Deep Learning Model for Prediction of Severe Outcomes in Suspected COVID-19 Infection. - Varun Buch; Aoxiao Zhong; Xiang Li 001; Marcio Aloisio Bezerra Cavalcanti Rockenbach; Dufan Wu; Hui Ren 001; Jiahui Guan; Andrew Liteplo; Sayon Dutta; Ittai Dayan; Quanzheng Li (CoRR, 2021)

Deep metric learning-based image retrieval system for chest radiograph and its clinical applications in COVID-19. - Aoxiao Zhong; Xiang Li 001; Dufan Wu; Hui Ren 001; Kyung Sang Kim; Young-Gon Kim; Varun Buch; Nir Neumark; Bernardo Bizzo; Won Young Tak; Soo Young Park; Yu Rim Lee; et al. (Medical Image Anal., 2021)

View Classification of Color Doppler Echocardiography via Automatic Alignment Between Doppler and B-Mode Imaging. - Jerome Charton; Hui Ren 001; Jay Khambhati; Jeena DeFrancesco; Justin Cheng; Anam A. Waheed; Sylwia Marciniak; Filipe Moura; Rhanderson Cardoso; Bruno B. Lima; Erik Steen; Eigil Samset; et al. (ASMUS@MICCAI, 2022)

Coarse-to-fine Knowledge Graph Domain Adaptation based on Distantly-supervised Iterative Training. - Wenxiong Liao; Zhengliang Liu; Yiyang Zhang 003; Xiaoke Huang; Fei Qi 007; Siqi Ding; Hui Ren 001; Zihao Wu 001; Haixing Dai; Sheng Li 001; Lingfei Wu 001; Ninghao Liu; et al. (BIBM, 2023)

Multimodal Approaches for Alzheimer's Detection Using Patients' Speech and Transcript. - Hongmin Cai; Xiaoke Huang; Zhengliang Liu; Wenxiong Liao; Haixing Dai; Zihao Wu 001; Dajiang Zhu; Hui Ren 001; Quanzheng Li; Tianming Liu 001; Xiang Li 001 (BI, 2023)

Multi-task Learning for Hierarchically-Structured Images: Study on Echocardiogram View Classification. - Jerome Charton; Hui Ren 001; Sekeun Kim; Carola Maraboto Gonzalez; Jay Khambhati; Justin Cheng; Jeena DeFrancesco; Anam A. Waheed; Sylwia Marciniak; Filipe Moura; Rhanderson Cardoso; Bruno B. Lima; et al. (ASMUS@MICCAI, 2023)

Exploring Multimodal Approaches for Alzheimer's Disease Detection Using Patient Speech Transcript and Audio Data. - Hongmin Cai; Xiaoke Huang; Zhengliang Liu; Wenxiong Liao; Haixing Dai; Zihao Wu 001; Dajiang Zhu; Hui Ren 001; Quanzheng Li; Tianming Liu 001; Xiang Li 001 (CoRR, 2023)

CohortGPT: An Enhanced GPT for Participant Recruitment in Clinical Study. - Zihan Guan 001; Zihao Wu 001; Zhengliang Liu; Dufan Wu; Hui Ren 001; Quanzheng Li; Xiang Li 001; Ninghao Liu (CoRR, 2023)

Motion Correction and Super-Resolution for Multi-slice Cardiac Magnetic Resonance Imaging via a Multi-stage Deep Learning Approach. - Zhennong Chen; Hui Ren 001; Quanzheng Li; Xiang Li 001 (ISBI, 2024)

High-Resolution 3d Ct Synthesis From Bidirectional X-Ray Images Using 3d Diffusion Model. - Siyeop Yoon; Jay Sairam Pratap; Wen-Chih Liu; Matthew Tivnan; Hui Ren 001; Abhiram Bhashyam; Quanzheng Li; Neal Chen; Xiang Li 001 (ISBI, 2024)

Temporal-Spatial Adaptation of Promptable SAM Enhance Accuracy and Generalizability of Cine CMR Segmentation. - Zhennong Chen; Sekeun Kim; Hui Ren 001; Quanzheng Li; Xiang Li 001 (MedAGI@MICCAI, 2024)

Medical Image Synthesis via Fine-Grained Image-Text Alignment and Anatomy-Pathology Prompting. - Wenting Chen; Pengyu Wang 005; Hui Ren 001; Lichao Sun 001; Quanzheng Li; Yixuan Yuan; Xiang Li 001 (MICCAI (12), 2024)

Conditional Score-Based Diffusion Model for Cortical Thickness Trajectory Prediction. - Qing Xiao 003; Siyeop Yoon; Hui Ren 001; Matthew Tivnan; Lichao Sun 001; Quanzheng Li; Tianming Liu 001; Yu Zhang 044; Xiang Li 001 (MICCAI (2), 2024)

Biomedical Visual Instruction Tuning with Clinician Preference Alignment. - Hejie Cui; Lingjun Mao; Xin Liang; Jieyu Zhang 001; Hui Ren 001; Quanzheng Li; Xiang Li 001; Carl Yang 001 (NeurIPS, 2024)

Motion correction and super-resolution for multi-slice cardiac magnetic resonance imaging via an end-to-end deep learning approach. - Zhennong Chen; Hui Ren 001; Quanzheng Li; Xiang Li 001 (Comput. Medical Imaging Graph., 2024)

Cardiac Magnetic Resonance 2D+T Short- and Long-axis Segmentation via Spatio-temporal SAM Adaptation. - Zhennong Chen; Sekeun Kim; Hui Ren 001; Quanzheng Li; Xiang Li 001 (CoRR, 2024)

Prompt-driven Universal Model for View-Agnostic Echocardiography Analysis. - Sekeun Kim; Hui Ren 001; Peng Guo; Abder-Rahman Ali; Patrick Zhang; Kyungsang Kim; Xiang Li 001; Quanzheng Li (CoRR, 2024)

EchoFM: Foundation Model for Generalizable Echocardiogram Analysis. - Sekeun Kim; Pengfei Jin; Sifan Song; Cheng Chen 013; Yiwei Li 002; Hui Ren 001; Xiang Li 001; Tianming Liu 001; Quanzheng Li (CoRR, 2024)

MedReason: Eliciting Factual Medical Reasoning Steps in LLMs via Knowledge Graphs. - Juncheng Wu; Wenlong Deng; Xingxuan Li; Sheng Liu; Taomian Mi; Yifan Peng 002; Ziyang Xu; Yi Liu 059; Hyunjin Cho; Changin Choi; Yihan Cao; Hui Ren 001; et al. (CoRR, 2025)

SAMed-2: Selective Memory Enhanced Medical Segment Anything Model. - Zhiling Yan; Sifan Song; Dingjie Song; Yiwei Li 002; Rong Zhou; Weixiang Sun; Zhennong Chen; Sekeun Kim; Hui Ren 001; Tianming Liu 001; Quanzheng Li; Xiang Li 001; et al. (CoRR, 2025)