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Daguang Xu

  1. Swin UNETR: Swin Transformers for Semantic Segmentation of Brain Tumors in MRI Images
    2022/01/04 by Ali Hatamizadeh, Hatamizadeh, Ali, Vishwesh Nath +9 · 200 citations
    Computer Science · Neuroscience · Medicine · #Advanced Neural Network Applications #Brain Tumor Detection and Classification #Radiomics and Machine Learning in Medical Imaging
  2. UNETR: Transformers for 3D Medical Image Segmentation
    2021/03/18 by Ali Hatamizadeh, Hatamizadeh, Ali, Tang, Yucheng +9 · 175 citations
    Medicine · Computer Science · #Radiomics and Machine Learning in Medical Imaging #COVID-19 diagnosis using AI #Advanced Neural Network Applications
  3. Swin UNETR: Swin Transformers for Semantic Segmentation of Brain Tumors in MRI Images
    2022/01/01 by Ali Hatamizadeh, Vishwesh Nath, Yucheng Tang +3 · 155 citations
    Computer Science · Neuroscience · #Advanced Neural Network Applications #Brain Tumor Detection and Classification #Medical Image Segmentation Techniques
  4. MONAI: An open-source framework for deep learning in healthcare
    2022/11/04 by M. Jorge Cardoso, Cardoso, M. Jorge, Wenqi Li +109 · 135 citations
    Computer Science · Medicine · #Artificial Intelligence (cs.AI) #Artificial Intelligence in Healthcare and Education #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Healthcare #Radiomics and Machine Learning in Medical Imaging
  5. The Future of Digital Health with Federated Learning
    2020/03/31 by Nicola Rieke, Jonny Hancox, Wenqi Li +18 · 95 citations
    Computer Science · Medicine · #Artificial Intelligence in Healthcare and Education #Machine Learning in Healthcare #Privacy-Preserving Technologies in Data #cs.CY #cs.LG
  6. Self-Supervised Pre-Training of Swin Transformers for 3D Medical Image Analysis
    2021/11/29 by Yucheng Tang, Tang, Yucheng, Dong Yang +13 · 85 citations
    Computer Science · Engineering · Medicine · #AI in cancer detection #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Medical Imaging and Analysis #Radiomics and Machine Learning in Medical Imaging
  7. NVILA: Efficient Frontier Visual Language Models
    2024/12/05 by Zhijian Liu, Liu, Zhijian, Ligeng Zhu +52 · 2 voices · 94 citations
    Computer Science · #Multimodal Machine Learning Applications #Video Analysis and Summarization #Advanced Image and Video Retrieval Techniques
  8. When Radiology Report Generation Meets Knowledge Graph
    2020/02/19 by Yixiao Zhang, Xiaosong Wang, Zhang, Yixiao +9 · 14 citations
    Computer Science · Engineering · #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) #Machine Learning (cs.LG) #Multimodal Machine Learning Applications #Natural Language Processing Techniques #Topic Modeling #cs.AI #cs.CV #cs.LG #eess.IV #electronic engineering #information engineering
  9. Combo Loss: Handling Input and Output Imbalance in Multi-Organ\n Segmentation
    2018/05/07 by Saeid Asgari Taghanaki, Yefeng Zheng, Taghanaki, Saeid Asgari +13 · 11 citations
    Computer Science · Engineering · Medicine · #Advanced Neural Network Applications #Advanced X-ray and CT Imaging #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Radiomics and Machine Learning in Medical Imaging
  10. 3D Semi-Supervised Learning with Uncertainty-Aware Multi-View Co-Training
    2018/11/29 by Yingda Xia, Xia, Yingda, Fengze Liu +16 · 10 citations
    Computer Science · #AI in cancer detection #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Medical Image Segmentation Techniques #cs.CV
  11. MAISI: Medical AI for Synthetic Imaging
    2024/09/13 by Pengfei Guo, Guo, Pengfei, Can Zhao +19 · 30 citations
    Computer Science · Medicine · Neuroscience · #AI in cancer detection #Artificial Intelligence (cs.AI) #Brain Tumor Detection and Classification #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Radiomics and Machine Learning in Medical Imaging #electronic engineering #information engineering
  12. VISTA3D: A Unified Segmentation Foundation Model For 3D Medical Imaging
    2024/06/07 by Yufan He, He, Yufan, Pengfei Guo +28 · 1 voice · 18 citations
    Computer Science · Medicine · #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 #cs.CV
  13. Privacy-preserving Federated Brain Tumour Segmentation
    2019/10/02 by Wenqi Li, Li, Wenqi, Fausto Milletarì +19 · 9 citations
    Computer Science · Medicine · #AI in cancer detection #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Privacy-Preserving Technologies in Data #Radiomics and Machine Learning in Medical Imaging #cs.CV
  14. DiNTS: Differentiable Neural Network Topology Search for 3D Medical Image Segmentation
    2021/03/29 by Yufan He, He, Yufan, Dong Yang +8 · 8 citations
    Computer Science · #Advanced Image and Video Retrieval Techniques #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Medical Image Segmentation Techniques #cs.CV
  15. VILA-M3: Enhancing Vision-Language Models with Medical Expert Knowledge
    2024/11/19 by Vishwesh Nath, Wenqi Li, Nath, Vishwesh +44 · 19 citations
    Biochemistry, Genetics and Molecular Biology · Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Multimodal Machine Learning Applications #vaccines and immunoinformatics approaches
  16. Fair Federated Medical Image Segmentation via Client Contribution Estimation
    2023/03/29 by Meirui Jiang, Holger R. Roth, Jiang, Meirui +15 · 9 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data
  17. GradViT: Gradient Inversion of Vision Transformers
    2022/03/22 by Ali Hatamizadeh, Hongxu Yin, Hatamizadeh, Ali +11 · 7 citations
    Computer Science · #Adversarial Robustness in Machine Learning
  18. Automated Pancreas Segmentation Using Multi-institutional Collaborative Deep Learning
    2020/09/28 by Po‐Chuan Wang, Pochuan Wang, Wang, Pochuan +25 · 6 citations
    Computer Science · Engineering · Medicine · #AI in cancer detection #Advanced Neural Network Applications #COVID-19 diagnosis using AI #cs.CV #eess.IV
  19. FedBPT: Efficient Federated Black-box Prompt Tuning for Large Language Models
    2023/10/02 by Jingwei Sun, Ziyue Xu, Sun, Jingwei +11 · 9 citations
    Computer Science · #Privacy-Preserving Technologies in Data #Age of Information Optimization
  20. Closing the Generalization Gap of Cross-silo Federated Medical Image Segmentation
    2022/03/18 by An Xu, Xu, An, Wenqi Li +17 · 6 citations
    Computer Science · Medicine · #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Privacy-Preserving Technologies in Data #Radiomics and Machine Learning in Medical Imaging
  21. Touchstone Benchmark: Are We on the Right Way for Evaluating AI Algorithms for Medical Segmentation?
    2024/11/06 by Pedro R. A. S. Bassi, Bassi, Pedro R. A. S., Wenxuan Li +103 · 16 citations
    Engineering · Medicine · #Artificial Intelligence (cs.AI) #Artificial Intelligence in Healthcare and Education #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Medical Imaging and Analysis
  22. C2FNAS: Coarse-to-Fine Neural Architecture Search for 3D Medical Image Segmentation
    2019/12/20 by Qihang Yu, Yu, Qihang, Dong Yang +13 · 4 citations
    Computer Science · Engineering · #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Medical Image Segmentation Techniques #Medical Imaging and Analysis #cs.CV
  23. When Unseen Domain Generalization is Unnecessary? Rethinking Data Augmentation
    2019/06/07 by Ling Zhang, Xiaosong Wang, Zhang, Ling +20 · 6 citations
    Computer Science · Engineering · 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 #Fetal and Pediatric Neurological Disorders #Image and Video Processing (eess.IV) #cs.CV #eess.IV #electronic engineering #information engineering
  24. PerAda: Parameter-Efficient Federated Learning Personalization with Generalization Guarantees
    2023/02/13 by Chulin Xie, De-An Huang, Xie, Chulin +11 · 5 citations
    Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data #Recommender Systems and Techniques #Stochastic Gradient Optimization Techniques
  25. Disruptive Autoencoders: Leveraging Low-level features for 3D Medical Image Pre-training
    2023/07/31 by Jeya Maria Jose Valanarasu, Yucheng Tang, Valanarasu, Jeya Maria Jose +19 · 5 citations
    Computer Science · Engineering · Medicine · #AI in cancer detection #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Medical Imaging and Analysis #Radiomics and Machine Learning in Medical Imaging
  26. Federated Semi-Supervised Learning for COVID Region Segmentation in Chest CT using Multi-National Data from China, Italy, Japan
    2020/11/23 by Dong Yang, Ziyue Xu, Yang, Dong +37 · 3 citations
    Computer Science · Engineering · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #cs.CV #eess.IV #electronic engineering #information engineering
  27. Improving Pneumonia Localization via Cross-Attention on Medical Images and Reports
    2021/10/06 by Riddhish Bhalodia, Bhalodia, Riddhish, Ali Hatamizadeh +11 · 3 citations
    Computer Science · Medicine · #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Machine Learning in Healthcare #Topic Modeling #electronic engineering #information engineering
  28. Text-Driven Tumor Synthesis
    2024/12/24 by X. Li, Yi Shuai, Li, Xinran +25 · 9 citations
    Biochemistry, Genetics and Molecular Biology · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Genetics, Bioinformatics, and Biomedical Research #Image and Video Processing (eess.IV) #electronic engineering #information engineering
  29. 4D CNN for semantic segmentation of cardiac volumetric sequences
    2019/06/17 by Andriy Myronenko, Dong Yang, Myronenko, Andriy +15 · 2 citations
    Computer Science · Engineering · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #cs.CV #eess.IV #electronic engineering #information engineering
  30. Multi-Domain Image Completion for Random Missing Input Data
    2020/07/10 by Liyue Shen, Wentao Zhu, Shen, Liyue +26 · 2 citations
    Computer Science · Engineering · #Advanced Image Processing Techniques #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #FOS: Electrical engineering #Generative Adversarial Networks and Image Synthesis #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #cs.CV #cs.LG #eess.IV #electronic engineering #information engineering
  31. Multi-task Federated Learning for Heterogeneous Pancreas Segmentation
    2021/08/19 by Chen Shen, Shen, Chen, Pochuan Wang +21 · 2 citations
    Computer Science · Medicine · #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #I.4.6 #Pancreatic and Hepatic Oncology Research #Privacy-Preserving Technologies in Data
  32. OmniVinci: Enhancing Architecture and Data for Omni-Modal Understanding LLM
    2025/10/17 by Hanrong Ye, Ye, Hanrong, Chao-Han Huck Yang +61 · 1 voice · 8 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #cs.AI #cs.CL #cs.CV
  33. Accounting for Dependencies in Deep Learning Based Multiple Instance Learning for Whole Slide Imaging
    2021/11/01 by Andriy Myronenko, Myronenko, Andriy, Ziyue Xu +7 · 2 citations
    Computer Science · #AI in cancer detection #Computer Vision and Pattern Recognition (cs.CV) #Digital Imaging for Blood Diseases #FOS: Biological sciences #FOS: Computer and information sciences #FOS: Electrical engineering #Image Retrieval and Classification Techniques #Image and Video Processing (eess.IV) #Quantitative Methods (q-bio.QM) #electronic engineering #information engineering
  34. Automated head and neck tumor segmentation from 3D PET/CT
    2022/09/22 by Andriy Myronenko, Md Mahfuzur Rahman Siddiquee, Myronenko, Andriy +7 · 2 citations
    Medicine · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Head and Neck Cancer Studies #Image and Video Processing (eess.IV) #Lung Cancer Diagnosis and Treatment #Radiomics and Machine Learning in Medical Imaging #electronic engineering #information engineering
  35. Communication-Efficient Vertical Federated Learning with Limited Overlapping Samples
    2023/03/28 by Jingwei Sun, Ziyue Xu, Sun, Jingwei +15 · 2 citations
    Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data
  36. Aorta Segmentation from 3D CT in MICCAI SEG.A. 2023 Challenge
    2023/10/06 by Andriy Myronenko, Myronenko, Andriy, Dong Yang +5 · 3 citations
    Computer Science · Medicine · #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Medical Image Segmentation Techniques #Retinal Imaging and Analysis #electronic engineering #information engineering
  37. V-NAS: Neural Architecture Search for Volumetric Medical Image Segmentation
    2019/06/06 by Zhuotun Zhu, Chenxi Liu, Zhu, Zhuotun +7 · 1 citation
    Computer Science · Engineering · Medicine · #Advanced Neural Network Applications #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Radiomics and Machine Learning in Medical Imaging #cs.CV #eess.IV #electronic engineering #information engineering
  38. Weakly supervised one-stage vision and language disease detection using large scale pneumonia and pneumothorax studies
    2020/07/31 by Leo K. Tam, Leo Tam, Tam, Leo K. +11 · 1 citation
    Computer Science · Engineering · Medicine · #COVID-19 diagnosis using AI #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 #Topic Modeling #cs.CV #cs.LG #eess.IV #electronic engineering #information engineering
  39. Learning Image Labels On-the-fly for Training Robust Classification Models
    2020/09/22 by Xiaosong Wang, Wang, Xiaosong, Ziyue Xu +9 · 1 citation
    Computer Science · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #cs.AI #cs.CV
  40. Going to Extremes: Weakly Supervised Medical Image Segmentation
    2020/09/25 by Holger R. Roth, Holger R Roth, Dong Yang +8 · 1 citation
    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 #cs.CV
  41. The Power of Proxy Data and Proxy Networks for Hyper-Parameter Optimization in Medical Image Segmentation
    2021/07/12 by Vishwesh Nath, Dong Yang, Nath, Vishwesh +11 · 1 citation
    Computer Science · Medicine · #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Machine Learning and Data Classification #Radiomics and Machine Learning in Medical Imaging #electronic engineering #information engineering
  42. T-AutoML: Automated Machine Learning for Lesion Segmentation using Transformers in 3D Medical Imaging
    2021/11/15 by Dong Yang, Andriy Myronenko, Yang, Dong +9 · 1 citation
    Computer Science · Medicine · #AI in cancer detection #Advanced Neural Network 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) #Radiomics and Machine Learning in Medical Imaging #electronic engineering #information engineering
  43. Warm Start Active Learning with Proxy Labels & Selection via Semi-Supervised Fine-Tuning
    2022/09/13 by Vishwesh Nath, Nath, Vishwesh, Dong Yang +5 · 1 citation
    Computer Science · Medicine · #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning and Algorithms #Machine Learning and Data Classification
  44. UNetFormer: A Unified Vision Transformer Model and Pre-Training Framework for 3D Medical Image Segmentation
    2022/04/01 by Ali Hatamizadeh, Ziyue Xu, Hatamizadeh, Ali +9 · 1 citation
    Computer Science · Medicine · #AI in cancer detection #Advanced Neural Network Applications #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) #Machine Learning (cs.LG) #Radiomics and Machine Learning in Medical Imaging #electronic engineering #information engineering
  45. A Short Review and Evaluation of SAM2's Performance in 3D CT Image Segmentation
    2024/08/20 by Yufan He, Pengfei Guo, He, Yufan +17 · 2 citations
    Computer Science · #Medical Image Segmentation Techniques
  46. C-FedRAG: A Confidential Federated Retrieval-Augmented Generation System
    2024/12/17 by Addison, Parker, Le-Minh Nguyen, Tomislav Medan +27 · 4 citations
    Computer Science · #Caching and Content Delivery #Algorithms and Data Compression #Distributed and Parallel Computing Systems
  47. Split-U-Net: Preventing Data Leakage in Split Learning for Collaborative Multi-Modal Brain Tumor Segmentation
    2022/08/22 by Holger R. Roth, Roth, Holger R., Ali Hatamizadeh +11 · 1 citation
    Computer Science · Neuroscience · #Adversarial Robustness in Machine Learning #Brain Tumor Detection and Classification #Advanced Neural Network Applications
  48. Federated Learning on Virtual Heterogeneous Data with Local-global Distillation
    2023/03/04 by Chun-Yin Huang, Ruinan Jin, Huang, Chun-Yin +7 · 1 citation
    Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data
  49. Better Tokens for Better 3D: Advancing Vision-Language Modeling in 3D Medical Imaging
    2025/10/23 by İbrahim Ethem Hamamcı, Hamamci, Ibrahim Ethem, Sezgin Er +17 · 2 citations
    Computer Science · #Multimodal Machine Learning Applications #Generative Adversarial Networks and Image Synthesis #Advanced Neural Network Applications
  50. Correlation via synthesis: end-to-end nodule image generation and radiogenomic map learning based on generative adversarial network
    2019/07/08 by Ziyue Xu, Xiaosong Wang, Xu, Ziyue +15 · 1 citation
    Biochemistry, Genetics and Molecular Biology · Computer Science · Engineering · Medicine · #AI in cancer detection #Cell Image Analysis Techniques #Radiomics and Machine Learning in Medical Imaging #cs.CV #eess.IV
  51. PanTS: The Pancreatic Tumor Segmentation Dataset
    2025/07/02 by Wenxuan Li, Li, Wenxuan, Qi Chen +32 · 6 citations
    Computer Science · Medicine · #AI in cancer detection #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Pancreatic and Hepatic Oncology Research #electronic engineering #information engineering
  52. Supercharging Federated Learning with Flower and NVIDIA FLARE
    2024/05/21 by Holger R. Roth, Roth, Holger R., Daniel J. Beutel +27 · 1 citation
    Computer Science · #Distributed #FOS: Computer and information sciences #Parallel #Privacy-Preserving Technologies in Data #Software Engineering (cs.SE) #Stochastic Gradient Optimization Techniques #and Cluster Computing (cs.DC)
  53. MAISI-v2: Accelerated 3D High-Resolution Medical Image Synthesis with Rectified Flow and Region-specific Contrastive Loss
    2025/08/07 by Can Zhao, Pengfei Guo, Zhao, Can +17 · 2 citations
    Computer Science · #Advanced Vision and Imaging #Computer Graphics and Visualization Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis
  54. Neural Multi-Scale Self-Supervised Registration for Echocardiogram Dense Tracking
    2019/06/18 by Wentao Zhu, Yufang Huang, Zhu, Wentao +14 · 1 citation
    Computer Science · Engineering · Medicine · #Advanced MRI Techniques and Applications #Cardiac Valve Diseases and Treatments #Cardiovascular Function and Risk Factors #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) #Neural and Evolutionary Computing (cs.NE) #cs.CV #cs.LG #cs.NE #eess.IV #electronic engineering #information engineering