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Token pyramid pooling-driven style adapter learning with dual-view balanced loss for imbalanced diabetic retinopathy grading 期刊论文
PATTERN RECOGNITION, 2026, 卷号: 171, 页码: 13
作者:  Zhao, Jilu;  Zhang, Xiaoqing;  Zhang, Jiawei;  Sun, Hanxi;  Nie, Qiushi;  Xiao, Zunjie;  Xiao, Linxia;  Zhang, Fengyun;  Hu, Yan;  Liu, Jiang
收藏  |  浏览/下载：24/0  |  提交时间：2025/12/03
Imbalanced DR grading  Adapter learning  Pre-trained vision foundation models  Dual-view balanced loss  Trustworthniess  Transferability  
Achieving fair medical image segmentation in foundation models with adversarial visual prompt tuning 期刊论文
INFORMATION SCIENCES, 2025, 卷号: 720, 页码: 16
作者:  Li, Yuqi;  Li, Yanli;  Zhang, Kai;  Zhang, Fuyan;  Yang, Chuanguang;  Guo, Zhongliang;  Ding, Weiping;  Huang, Tingwen
收藏  |  浏览/下载：34/0  |  提交时间：2025/12/03
Fairness  Image segmentation  Foundation models  Visual prompt tuning  Medicine data analysis  
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  
Brain Foundation Models: A survey on advancements in neural signal processing and brain discovery 期刊论文
IEEE SIGNAL PROCESSING MAGAZINE, 2025, 卷号: 42, 期号: 5, 页码: 22-35
作者:  Zhou, Xinliang;  Liu, Chenyu;  Chen, Zhisheng;  Wang, Kun;  Ding, Yi;  Jia, Ziyu;  Wen, Qingsong
收藏  |  浏览/下载：1/0  |  提交时间：2026/05/25
Training  Surveys  Technological innovation  Foundation models  Roads  Standardization  Signal processing  Brain modeling  Data models  Decoding  
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  
Prompting Video-Language Foundation Models With Domain-Specific Fine-Grained Heuristics for Video Question Answering 期刊论文
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2025, 卷号: 35, 期号: 2, 页码: 1615-1630
作者:  Yu, Ting;  Fu, Kunhao;  Wang, Shuhui;  Huang, Qingming;  Yu, Jun
收藏  |  浏览/下载：53/0  |  提交时间：2025/06/25
Cognition  Computational modeling  Visualization  Context modeling  Data models  Adaptation models  Accuracy  Question answering (information retrieval)  Transformers  Feature extraction  Video question answering  discriminative unimodal comprehension  cross-modal interaction  domain-specific heuristics  video-language foundation models  entity-action relationships  context-aware reasoning