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Bai, Wenjia

  1. Causality-inspired Single-source Domain Generalization for Medical Image Segmentation
    2021/11/24 by Cheng Ouyang, Ouyang, Cheng, Chen Chen +11 · 15 citations
    Computer Science · Biochemistry, Genetics and Molecular Biology · #Domain Adaptation and Few-Shot Learning #Multimodal Machine Learning Applications #Cancer-related molecular mechanisms research
  2. Joint Learning of Motion Estimation and Segmentation for Cardiac MR Image Sequences
    2018/06/11 by Chen Qin, Qin, Chen, Wenjia Bai +11 · 5 citations
    Computer Science · Medicine · #Advanced MRI Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Medical Image Segmentation Techniques #Medical Imaging Techniques and Applications
  3. DeepCut: Object Segmentation from Bounding Box Annotations using\n Convolutional Neural Networks
    2016/05/25 by Martin Rajchl, Rajchl, Martin, Matthew Chung Hai Lee +19 · 6 citations
    Computer Science · Medicine · #Advanced Neural Network Applications #Domain Adaptation and Few-Shot Learning #Fetal and Pediatric Neurological Disorders
  4. Zero-Shot ECG Classification with Multimodal Learning and Test-time Clinical Knowledge Enhancement
    2024/03/11 by Che Liu, Liu, Che, Zhongwei Wan +9 · 11 citations
    Medicine · #ECG Monitoring and Analysis
  5. Realistic Adversarial Data Augmentation for MR Image Segmentation
    2020/06/23 by Chen, Chen, Qin, Chen, Qiu, Huaqi +6 · 5 citations
    #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) #electronic engineering #information engineering
  6. M-FLAG: Medical Vision-Language Pre-training with Frozen Language Models and Latent Space Geometry Optimization
    2023/07/17 by Che Liu, Sibo Cheng, Liu, Che +13 · 8 citations
    Medicine · Computer Science · #COVID-19 diagnosis using AI #Multimodal Machine Learning Applications #Radiomics and Machine Learning in Medical Imaging
  7. A Foundation Model for Brain Lesion Segmentation with Mixture of Modality Experts
    2024/05/16 by Xinru Zhang, Ni Ou, Zhang, Xinru +19 · 9 citations
    Computer Science · Neuroscience · #Brain Tumor Detection and Classification #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
  8. MulViMotion: Shape-aware 3D Myocardial Motion Tracking from Multi-View Cardiac MRI
    2022/07/29 by Qingjie Meng, Meng, Qingjie, Chen Qin +11 · 5 citations
    Computer Science · Medicine · #Advanced MRI Techniques and Applications #Cardiac Imaging and Diagnostics #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) #Medical Image Segmentation Techniques #electronic engineering #information engineering
  9. DeepMesh: Mesh-based Cardiac Motion Tracking using Deep Learning
    2023/09/25 by Qingjie Meng, Wenjia Bai, Meng, Qingjie +5 · 7 citations
    Computer Science · Engineering · Medicine · #Medical Image Segmentation Techniques #Medical Imaging and Analysis #Medical Imaging Techniques and Applications
  10. Human-level Performance On Automatic Head Biometrics In Fetal Ultrasound\n Using Fully Convolutional Neural Networks
    2018/04/24 by Matthew Sinclair, Sinclair, Matthew, Christian F. Baumgartner +21 · 3 citations
    Biochemistry, Genetics and Molecular Biology · Computer Science · Medicine · #Cleft Lip and Palate Research #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Fetal and Pediatric Neurological Disorders
  11. Explainable Anatomical Shape Analysis through Deep Hierarchical\n Generative Models
    2019/06/28 by Carlo Alberto Biffi, Juan J. Cerrolaza, Biffi, Carlo +27 · 3 citations
    Computer Science · Engineering · #AI in cancer detection #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) #Medical Image Segmentation Techniques #Medical Imaging and Analysis #electronic engineering #information engineering
  12. MaxStyle: Adversarial Style Composition for Robust Medical Image Segmentation
    2022/06/02 by Chen Chen, Chen, Chen, Zeju Li +9 · 4 citations
    Computer Science · Engineering · Medicine · #Advanced Neural Network Applications #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #FOS: Biological sciences #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Medical Imaging and Analysis #Quantitative Methods (q-bio.QM) #electronic engineering #information engineering
  13. Biomechanics-informed Neural Networks for Myocardial Motion Tracking in MRI
    2020/06/08 by Chen Qin, Shuo Wang, Qin, Chen +9 · 3 citations
    Engineering · Medicine · #Advanced MRI Techniques and Applications #Advanced X-ray and CT Imaging #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Medical Imaging Techniques and Applications #electronic engineering #information engineering
  14. Utilizing Synthetic Data for Medical Vision-Language Pre-training: Bypassing the Need for Real Images
    2023/10/10 by Liu, Che, Shah, Anand, Bai, Wenjia +1 · 5 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  15. The state-of-the-art in Cardiac MRI Reconstruction: Results of the CMRxRecon Challenge in MICCAI 2023
    2024/04/01 by Jun Lyu, Lyu, Jun, Qin Chen +95 · 6 citations
    Engineering · Medicine · #Advanced X-ray and CT Imaging #Cardiac Imaging and Diagnostics #Cardiac Structural Anomalies and Repair
  16. Beyond Distillation: Pushing the Limits of Medical LLM Reasoning with Minimalist Rule-Based RL
    2025/05/23 by Liu, Che, Wang, Haozhe, Pan, Jiazhen +6 · 16 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences
  17. TIP: Tabular-Image Pre-training for Multimodal Classification with Incomplete Data
    2024/07/10 by Siyi Du, Du, Siyi, Shaoming Zheng +9 · 6 citations
    Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Image Retrieval and Classification Techniques
  18. A personalized time-resolved 3D mesh generative model for unveiling normal heart dynamics
    2024/09/20 by Qiao, Mengyun, McGurk, Kathryn A, Wang, Shuo +3 · 7 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences
  19. T3D: Advancing 3D Medical Vision-Language Pre-training by Learning Multi-View Visual Consistency
    2023/12/03 by Che Liu, Liu, Che, Cheng Ouyang +17 · 5 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
  20. Reverse Classification Accuracy: Predicting Segmentation Performance in the Absence of Ground Truth
    2017/02/11 by Vanya V. Valindria, Valindria, Vanya V., Ioannis Lavdas +13 · 2 citations
    Computer Science · Medicine · #Medical Image Segmentation Techniques #Advanced Neural Network Applications #Radiomics and Machine Learning in Medical Imaging
  21. Enhancing MR Image Segmentation with Realistic Adversarial Data Augmentation
    2021/08/07 by Chen Chen, Chen Qin, Chen, Chen +17 · 3 citations
    Computer Science · Medicine · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Radiomics and Machine Learning in Medical Imaging
  22. IMITATE: Clinical Prior Guided Hierarchical Vision-Language Pre-training
    2023/10/11 by Che Liu, Sibo Cheng, Liu, Che +9 · 4 citations
    Computer Science · Medicine · #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications #Radiomics and Machine Learning in Medical Imaging
  23. Automatic View Planning with Multi-scale Deep Reinforcement Learning\n Agents
    2018/06/08 by Amir Alansary, Alansary, Amir, Loïc Le Folgoc +25 · 2 citations
    Computer Science · Engineering · #Medical Image Segmentation Techniques #Advanced Neural Network Applications #Robotics and Sensor-Based Localization
  24. Learning Interpretable Anatomical Features Through Deep Generative Models: Application to Cardiac Remodeling
    2018/07/18 by Biffi, Carlo, Oktay, Ozan, Tarroni, Giacomo +9 · 2 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  25. 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
  26. Self-Supervised Learning for Cardiac MR Image Segmentation by Anatomical Position Prediction
    2019/07/05 by Wenjia Bai, Bai, Wenjia, Chen Chen +15 · 3 citations
    Computer Science · Medicine · #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Medical Image Segmentation Techniques #Radiomics and Machine Learning in Medical Imaging
  27. Mesh-based 3D Motion Tracking in Cardiac MRI using Deep Learning
    2022/09/05 by Qingjie Meng, Meng, Qingjie, Wenjia Bai +7 · 3 citations
    Computer Science · Medicine · #Advanced MRI Techniques and Applications #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) #Medical Image Segmentation Techniques #Medical Imaging Techniques and Applications #electronic engineering #information engineering
  28. G2D: From Global to Dense Radiography Representation Learning via Vision-Language Pre-training
    2023/12/03 by Che Liu, Liu, Che, Cheng Ouyang +9 · 3 citations
    Medicine · Computer Science · #COVID-19 diagnosis using AI #Multimodal Machine Learning Applications #Radiomics and Machine Learning in Medical Imaging
  29. Generative Myocardial Motion Tracking via Latent Space Exploration with Biomechanics-informed Prior
    2022/06/08 by Chen Qin, Qin, Chen, Shuo Wang +7 · 2 citations
    Medicine · #Advanced MRI Techniques and Applications #Cardiac Valve Diseases and Treatments #Cardiac Imaging and Diagnostics
  30. Subject-Specific Lesion Generation and Pseudo-Healthy Synthesis for Multiple Sclerosis Brain Images
    2022/08/03 by Berke Doga Basaran, Basaran, Berke Doga, Mengyun Qiao +5 · 2 citations
    Biochemistry, Genetics and Molecular Biology · Computer Science · Engineering · #Advanced Vision and Imaging #Cell Image Analysis Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image Processing Techniques and Applications #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #electronic engineering #information engineering
  31. The Extreme Cardiac MRI Analysis Challenge under Respiratory Motion (CMRxMotion)
    2022/10/12 by Shuo Wang, Wang, Shuo, Chen Qin +27 · 3 citations
    Medicine · #Advanced MRI Techniques and Applications #Cardiac Imaging and Diagnostics #Cardiovascular Function and Risk Factors #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Physical sciences #Image and Video Processing (eess.IV) #Medical Physics (physics.med-ph) #electronic engineering #information engineering
  32. Ensembles of Multiple Models and Architectures for Robust Brain Tumour Segmentation
    2017/11/04 by Kamnitsas, Konstantinos, Bai, Wenjia, Ferrante, Enzo +8 · 1 citation
    #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  33. 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
  34. Real-time Prediction of Segmentation Quality
    2018/06/16 by R. H. Robinson, Robinson, Robert, Ozan Oktay +37 · 1 citation
    Computer Science · Engineering · Medicine · #Advanced X-ray and CT Imaging #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Medical Image Segmentation Techniques #Radiomics and Machine Learning in Medical Imaging
  35. Recurrent neural networks for aortic image sequence segmentation with sparse annotations
    2018/08/01 by Bai, Wenjia, Suzuki, Hideaki, Qin, Chen +4 · 1 citation
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  36. A Comprehensive Approach for Learning-based Fully-Automated Inter-slice\n Motion Correction for Short-Axis Cine Cardiac MR Image Stacks
    2018/10/03 by Giacomo Tarroni, Ozan Oktay, Tarroni, Giacomo +17 · 1 citation
    Computer Science · Medicine · #Advanced MRI Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Medical Image Segmentation Techniques #Medical Imaging Techniques and Applications #Radiomics and Machine Learning in Medical Imaging
  37. Automatic Brain Tumour Segmentation and Biophysics-Guided Survival Prediction
    2019/11/19 by Shuo Wang, Chengliang Dai, Wang, Shuo +9 · 1 citation
    Medicine · Neuroscience · #Brain Tumor Detection and Classification #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Glioma Diagnosis and Treatment #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #Radiomics and Machine Learning in Medical Imaging #electronic engineering #information engineering
  38. A Global Benchmark of Algorithms for Segmenting Late Gadolinium-Enhanced Cardiac Magnetic Resonance Imaging
    2020/04/26 by Xiong, Zhaohan, Xia, Qing, Hu, Zhiqiang +41 · 1 citation
    #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) #Machine Learning (stat.ML) #electronic engineering #information engineering
  39. LesionMix: A Lesion-Level Data Augmentation Method for Medical Image Segmentation
    2023/08/17 by Basaran, Berke Doga, Zhang, Weitong, Qiao, Mengyun +3 · 2 citations
    #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) #electronic engineering #information engineering
  40. NOVA: A Benchmark for Anomaly Localization and Clinical Reasoning in Brain MRI
    2025/05/20 by Cosmin I. Bercea, Bercea, Cosmin I., Jun Li +29 · 1 voice · 3 citations
    Computer Science · Engineering · #Anomaly Detection Techniques and Applications #Artificial Intelligence (cs.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) #Machine Learning (cs.LG) #Multimodal Machine Learning Applications #cs.AI #cs.CV #cs.LG #eess.IV #electronic engineering #information engineering
  41. CMRxRecon: An open cardiac MRI dataset for the competition of accelerated image reconstruction
    2023/09/19 by Chengyan Wang, Wang, Chengyan, Jun Lyu +53 · 1 citation
    Medicine · #Advanced MRI Techniques and Applications #Cardiac Imaging and Diagnostics #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Medical Imaging Techniques and Applications
  42. Joint Motion Correction and Super Resolution for Cardiac Segmentation via Latent Optimisation
    2021/07/08 by Shuo Wang, Chen Qin, Wang, Shuo +15 · 1 citation
    Computer Science · Medicine · #Advanced Image Processing Techniques #Advanced MRI Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Medical Imaging Techniques and Applications #electronic engineering #information engineering
  43. Quantifying the Impact of Population Shift Across Age and Sex for Abdominal Organ Segmentation
    2024/08/08 by Kate Čevora, Čevora, Kate, Ben Glocker +3 · 1 citation
    Medicine · #Colorectal Cancer Screening and Detection #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #electronic engineering #information engineering
  44. SAM-aware Test-time Adaptation for Universal Medical Image Segmentation
    2025/06/05 by Wu, Jianghao, Yicheng Wu, Wu, Yicheng +15 · 2 citations
    Computer Science · #Advanced Neural Network Applications #Domain Adaptation and Few-Shot Learning #Generative Adversarial Networks and Image Synthesis
  45. A versatile foundation model for cine cardiac magnetic resonance image analysis tasks
    2025/05/31 by Fu, Yunguan, Bai, Wenjia, Yi, Weixi +7 · 3 citations
    #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #electronic engineering #information engineering
  46. How Far Have Medical Vision-Language Models Come? A Comprehensive Benchmarking Study
    2025/07/15 by Che Liu, Liu, Che, Jiazhen Pan +9 · 1 citation
    Nursing · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Nursing Diagnosis and Documentation