Cheng Ouyang
- MedVLM-R1: Incentivizing Medical Reasoning Capability of Vision-Language Models (VLMs) via Reinforcement Learning
2025/02/26 by Jiazhen Pan, Pan, Jiazhen, Junde Wu +14 · 46 citations
Computer Science · #Multimodal Machine Learning Applications
- Causality-inspired Single-source Domain Generalization for Medical Image Segmentation
2021/11/24 by Cheng Ouyang, Chen Chen, Ouyang, Cheng +11 · 12 citations
Computer Science · Biochemistry, Genetics and Molecular Biology · #Domain Adaptation and Few-Shot Learning #Multimodal Machine Learning Applications #Cancer-related molecular mechanisms research
- Self-Supervision with Superpixels: Training Few-shot Medical Image Segmentation without Annotation
2020/07/20 by Cheng Ouyang, Ouyang, Cheng, Carlo Biffi +9 · 6 citations
Computer Science · Medicine · #Domain Adaptation and Few-Shot Learning #Advanced Neural Network Applications #Radiomics and Machine Learning in Medical Imaging
- On probability laws of solutions to differential systems driven by a fractional Brownian motion
2014/01/15 by Fabrice Baudoin, Baudoin, Fabrice, Eulàlia Nualart +5 · 2 citations
Mathematics · Economics, Econometrics and Finance · #Nonlinear Differential Equations Analysis #Stochastic processes and financial applications #Nonlinear Partial Differential Equations
- Zero-Shot ECG Classification with Multimodal Learning and Test-time Clinical Knowledge Enhancement
2024/03/11 by Che Liu, Liu, Che, Zhongwei Wan +9 · 5 citations
Medicine · #ECG Monitoring and Analysis
- VS-Net: Variable splitting network for accelerated parallel MRI reconstruction
2019/07/19 by Jinming Duan, Duan, Jinming, Jo Schlemper +17 · 2 citations
Medicine · Engineering · #Advanced MRI Techniques and Applications #Medical Imaging Techniques and Applications #Sparse and Compressive Sensing Techniques
- Data Efficient Unsupervised Domain Adaptation for Cross-Modality Image Segmentation
2019/07/05 by Cheng Ouyang, Ouyang, Cheng, Konstantinos Kamnitsas +7 · 2 citations
Computer Science · Medicine · #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Multimodal Machine Learning Applications #electronic engineering #information engineering
- The state-of-the-art in Cardiac MRI Reconstruction: Results of the CMRxRecon Challenge in MICCAI 2023
2024/04/01 by Jun Lyu, Qin Chen, Lyu, Jun +95 · 4 citations
Engineering · Medicine · #Advanced X-ray and CT Imaging #Cardiac Imaging and Diagnostics #Cardiac Structural Anomalies and Repair
- Enhancing MR Image Segmentation with Realistic Adversarial Data Augmentation
2021/08/07 by Chen Chen, Chen, Chen, Chen Qin +17 · 2 citations
Computer Science · Medicine · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Radiomics and Machine Learning in Medical Imaging
- Does DINOv3 Set a New Medical Vision Standard? Benchmarking 2D and 3D Classification, Segmentation, and Registration
2025/09/08 by Che Liu, Yinda Chen, Liu, Che +39 · 11 citations
Medicine · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Infrared Thermography in Medicine
- T3D: Advancing 3D Medical Vision-Language Pre-training by Learning Multi-View Visual Consistency
2023/12/03 by Che Liu, Cheng Ouyang, Liu, Che +17 · 2 citations
Computer Science · Medicine · #AI in cancer detection #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #Multimodal Machine Learning Applications #Radiomics and Machine Learning in Medical Imaging #electronic engineering #information engineering
- Unsupervised Cross-Modality Domain Adaptation of ConvNets for Biomedical Image Segmentations with Adversarial Loss
2018/04/29 by Qi Dou, Cheng Ouyang, Dou, Qi +7 · 1 citation
Computer Science · Medicine · #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Radiomics and Machine Learning in Medical Imaging
- Addressing Benchmarking Gaps in Large Language Models for Health and Medicine with Dynamic Red-Teaming
2025/07/30 by Jiazhen Pan, Bailiang Jian, Pan, Jiazhen +42 · 1 voice · 7 citations
Computer Science · Medicine · Social Sciences · #Adversarial Robustness in Machine Learning #Artificial Intelligence in Healthcare and Education #Ethics and Social Impacts of AI
- CMRxRecon2024: A Multimodality, Multiview k-Space Dataset Boosting Universal Machine Learning for Accelerated Cardiac MRI
2025/01/29 by Zi Wang, Fanwen Wang, Chen Qin +29 · 1 voice · 3 citations
Medicine · Engineering · #Radiomics and Machine Learning in Medical Imaging #Cardiac Imaging and Diagnostics #Advanced X-ray and CT Imaging
- G2D: From Global to Dense Radiography Representation Learning via Vision-Language Pre-training
2023/12/03 by Che Liu, Liu, Che, Cheng Ouyang +9 · 1 citation
Medicine · Computer Science · #COVID-19 diagnosis using AI #Multimodal Machine Learning Applications #Radiomics and Machine Learning in Medical Imaging
- Parabolic Anderson model in bounded domains of recurrent metric measure spaces
2024/01/03 by Fabrice Baudoin, Baudoin, Fabrice, Li Chen +9 · 1 citation
Computer Science · Mathematics · #Advanced Mathematical Modeling in Engineering #Nonlinear Partial Differential Equations #Geometric Analysis and Curvature Flows
- Universal Topology Refinement for Medical Image Segmentation with Polynomial Feature Synthesis
2024/09/15 by Chaoshun Li, Hanchun Wang, Li, Liu +13 · 1 citation
Computer Science · #Advanced Image and Video Retrieval Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image Retrieval and Classification Techniques #Image and Video Processing (eess.IV) #Medical Image Segmentation Techniques #electronic engineering #information engineering