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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：6/0  |  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：4/0  |  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：4/0  |  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：43/0  |  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：33/0  |  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：81/0  |  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：61/0  |  提交时间：2023/12/04
Bladder cancer  Contrastive learning  Gene mutation prediction  Histopathological image analysis  Multiple instance learning  
基于多尺度注意力机制的真菌显微图像分类方法 期刊论文
协和医学杂志, 2023, 卷号: 14, 期号: 1, 页码: 139
作者:  张雪媛;  许鸿雁;  董跃明;  刘丹凤;  孙鹏蕊;  颜锐;  崔洪亮;  雷红;  任菲
收藏  |  浏览/下载：50/0  |  提交时间：2024/05/20
fungal  convolutional neural network  image classification  multi-scale attention mechanism  真菌  卷积神经网络  图像分类  多尺度注意力机制  
Adaptive Federated Learning With Non-IID Data 期刊论文
COMPUTER JOURNAL, 2022, 页码: 15
作者:  Zeng, Yan;  Mu, Yuankai;  Yuan, Junfeng;  Teng, Siyuan;  Zhang, Jilin;  Wan, Jian;  Ren, Yongjian;  Zhang, Yunquan
收藏  |  浏览/下载：47/0  |  提交时间：2023/07/12
Federated Learning  Model Aggregation  Non-IID  
Nuclei-Guided Network for Breast Cancer Grading in HE-Stained Pathological Images 期刊论文
SENSORS, 2022, 卷号: 22, 期号: 11, 页码: 15
作者:  Yan, Rui;  Ren, Fei;  Li, Jintao;  Rao, Xiaosong;  Lv, Zhilong;  Zheng, Chunhou;  Zhang, Fa
收藏  |  浏览/下载：69/0  |  提交时间：2022/12/07
breast cancer grading  histopathological image  nuclei segmentation  convolutional neural network  attention mechanism