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Pathway-Aware Multimodal Transformer (PAMT): Integrating Pathological Image and Gene Expression for Interpretable Cancer Survival Analysis 期刊论文
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2026, 卷号: 48, 期号: 1, 页码: 896-913
作者:  Yan, Rui;  Zhang, Xueyuan;  Jiang, Zihang;  Wang, Baizhi;  Bian, Xiuwu;  Ren, Fei;  Zhou, S. Kevin
收藏  |  浏览/下载：1/0  |  提交时间：2026/05/25
Pathology  Cancer  Transformers  Feature extraction  Data models  Biological system modeling  Analytical models  Deep learning  Semantics  Multimodal transformer  model interpretability  survival analysis  pathological image analysis  gene expression  gene expression  
Identification and Localization of Breast Tumor Components via a Convolutional Neural Network Based on High-Frequency Ultrasound Combined With Histopathologic Registration: Prospective Study 期刊论文
JMIR MEDICAL INFORMATICS, 2026, 卷号: 14, 页码: 12
作者:  Yao, Jia-Qian;  Zhou, Wen-Wen;  Chai, Zhi-Fei;  Ren, Fei;  Huang, Tong-Yi;  Zhen, Tian-Tian;  Shi, Hui-Juan;  Xie, Xiao-Yan;  Zhao, Ze;  Xu, Ming
收藏  |  浏览/下载：1/0  |  提交时间：2026/05/25
breast  neoplasms  biopsy  ultrasonography  registration  
Computational pathology in precision oncology: Evolution from task-specific models to foundation models 期刊论文
CHINESE MEDICAL JOURNAL, 2025, 卷号: 138, 期号: 22, 页码: 2868-2878
作者:  Wang, Yuhao;  Gu, Yunjie;  Zhang, Xueyuan;  Wang, Baizhi;  Wang, Rundong;  Li, Xiaolong;  Liu, Yudong;  Qu, Fengmei;  Ren, Fei;  Yan, Rui;  Zhou, S. Kevin
收藏  |  浏览/下载：1/0  |  提交时间：2026/05/25
Computational pathology  Artificial intelligence  Deep learning  Foundation models  Precision oncology  
Ten Challenging Problems in Federated Foundation Models 期刊论文
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2025, 卷号: 37, 期号: 7, 页码: 4314-4337
作者:  Fan, Tao;  Gu, Hanlin;  Cao, Xuemei;  Chan, Chee Seng;  Chen, Qian;  Chen, Yiqiang;  Feng, Yihui;  Gu, Yang;  Geng, Jiaxiang;  Luo, Bing;  Liu, Shuoling;  Ong, Win Kent;  Ren, Chao;  Shao, Jiaqi;  Sun, Chuan;  Tang, Xiaoli;  Tae, Hong Xi;  Tong, Yongxin;  Wei, Shuyue;  Wu, Fan;  Xi, Wei;  Xu, Mingcong;  Yang, He;  Yang, Xin;  Yan, Jiangpeng;  Yu, Hao;  Yu, Han;  Zhang, Teng;  Zhang, Yifei;  Zhang, Xiaojin;  Zheng, Zhenzhe;  Fan, Lixin;  Yang, Qiang
收藏  |  浏览/下载：32/0  |  提交时间：2025/12/03
Frequency modulation  Foundation models  Privacy  Optimization  Adaptation models  Watermarking  Knowledge transfer  Training  Fans  Data privacy  Federated foundation models (FedFMs)  federated learning  foundation models  large language models  privacy-preserving Ai  
UncTrack: Reliable Visual Object Tracking With Uncertainty-Aware Prototype Memory Network 期刊论文
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2025, 卷号: 34, 页码: 3533-3546
作者:  Yao, Siyuan;  Guo, Yang;  Yan, Yanyang;  Ren, Wenqi;  Cao, Xiaochun
收藏  |  浏览/下载：20/0  |  提交时间：2025/12/03
Uncertainty  Location awareness  Target tracking  Transformers  Reliability  Prototypes  Object tracking  Visualization  Accuracy  Training  Reliable object tracking  uncertainty estimation  prototype memory network  memory updating  
CAN: Cascade Augmentations Against Noise for Image Restoration 期刊论文
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2025, 卷号: 34, 页码: 5131-5146
作者:  Yan, Yanyang;  Yao, Siyuan;  Ren, Wenqi;  Zhang, Rui;  Guo, Qi;  Cao, Xiaochun
收藏  |  浏览/下载：24/0  |  提交时间：2025/12/03
Image restoration  cascade augmentations  cascade augmentations  noise corruptions  noise corruptions  
A2Pt : Anti-Associative Prompt Tuning for Open Set Visual Recognition 期刊论文
IEEE TRANSACTIONS ON MULTIMEDIA, 2024, 卷号: 26, 页码: 8419-8431
作者:  Ren, Hairui;  Tang, Fan;  Pan, Xingjia;  Cao, Juan;  Dong, Weiming;  Lin, Zhiwen;  Yan, Ke;  Xu, Changsheng
收藏  |  浏览/下载：70/0  |  提交时间：2024/12/06
Tuning  Neck  Task analysis  Image recognition  Calibration  Visualization  Training  Multi-modality Pre-trained models (PTMs)  open set recognition (OSR)  class-aware representation  anti-associative prompt tuning (A(2)Pt)  
INformer: Inertial-Based Fusion Transformer for Camera Shake Deblurring 期刊论文
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2024, 卷号: 33, 页码: 6045-6056
作者:  Ren, Wenqi;  Wu, Linrui;  Yan, Yanyang;  Xu, Shengyao;  Huang, Feng;  Cao, Xiaochun
收藏  |  浏览/下载：49/0  |  提交时间：2024/12/06
Camera shake deblurring  inertial measurement units  deformable attention  Camera shake deblurring  inertial measurement units  deformable attention  
Development of a multiple convolutional neural network-facilitated diagnostic screening program for immunofluorescence images of IgA nephropathy and idiopathic membranous nephropathy 期刊论文
CLINICAL KIDNEY JOURNAL, 2023, 页码: 11
作者:  Xia, Peng;  Lv, Zhilong;  Wen, Yubing;  Zhang, Baichuan;  Zhao, Xuesong;  Zhang, Boyao;  Wang, Ying;  Cui, Haoyuan;  Wang, Chuanpeng;  Zheng, Hua;  Qin, Yan;  Sun, Lijun;  Ye, Nan;  Cheng, Hong;  Yao, Li;  Zhou, Hua;  Zhen, Junhui;  Hu, Zhao;  Zhu, Weiguo;  Zhang, Fa;  Li, Xuemei;  Ren, Fei;  Chen, Limeng
收藏  |  浏览/下载：104/0  |  提交时间：2023/12/04
convolutional neural network  idiopathic membranous nephropathy  IgA nephropathy  immunofluorescence  
Histopathological bladder cancer gene mutation prediction with hierarchical deep multiple-instance learning 期刊论文
MEDICAL IMAGE ANALYSIS, 2023, 卷号: 87, 页码: 13
作者:  Yan, Rui;  Shen, Yijun;  Zhang, Xueyuan;  Xu, Peihang;  Wang, Jun;  Li, Jintao;  Ren, Fei;  Ye, Dingwei;  Zhou, S. Kevin
收藏  |  浏览/下载：81/0  |  提交时间：2023/12/04
Bladder cancer  Contrastive learning  Gene mutation prediction  Histopathological image analysis  Multiple instance learning