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Algorithm-Dependent Generalization of AUPRC Optimization: Theory and Algorithm 期刊论文
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2024, 卷号: 46, 期号: 7, 页码: 5062-5079
作者:  Wen, Peisong;  Xu, Qianqian;  Yang, Zhiyong;  He, Yuan;  Huang, Qingming
收藏  |  浏览/下载：2/0  |  提交时间：2024/12/06
Optimization  Stability analysis  Stochastic processes  Measurement  Standards  Approximation algorithms  Machine learning algorithms  Machine learning  AUPRC  learning to rank  algorithm-dependent generalization  stability  
Towards generalizable Graph Contrastive Learning: An information theory perspective 期刊论文
NEURAL NETWORKS, 2024, 卷号: 172, 页码: 17
作者:  Yuan, Yige;  Xu, Bingbing;  Shen, Huawei;  Cao, Qi;  Cen, Keting;  Zheng, Wen;  Cheng, Xueqi
收藏  |  浏览/下载：10/0  |  提交时间：2024/05/20
Graph Contrastive Learning  Generalization  Information theory  
Exploring Structure Incentive Domain Adversarial Learning for Generalizable Sleep Stage Classification 期刊论文
ACM TRANSACTIONS ON INTELLIGENT SYSTEMS AND TECHNOLOGY, 2024, 卷号: 15, 期号: 1, 页码: 30
作者:  Ma, Shuo;  Zhang, Yingwei;  Chen, Yiqiang;  Xie, Tao;  Song, Shuchao;  Jia, Ziyu
收藏  |  浏览/下载：1/0  |  提交时间：2024/12/06
physiological signal  time-series signal  sleep stage classification  domain generalization  subject independent  
Generalizing to Unseen Domains: A Survey on Domain Generalization 期刊论文
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2023, 卷号: 35, 期号: 8, 页码: 8052-8072
作者:  Wang, Jindong;  Lan, Cuiling;  Liu, Chang;  Ouyang, Yidong;  Qin, Tao;  Lu, Wang;  Chen, Yiqiang;  Zeng, Wenjun;  Yu, Philip S.
收藏  |  浏览/下载：14/0  |  提交时间：2023/12/04
Domain generalization  domain adaptation  transfer learning  out-of-distribution generalization  
Composite Object Relation Modeling for Few-Shot Scene Recognition 期刊论文
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2023, 卷号: 32, 页码: 5678-5691
作者:  Song, Xinhang;  Liu, Chenlong;  Zeng, Haitao;  Zhu, Yaohui;  Chen, Gongwei;  Qin, Xiaorong;  Jiang, Shuqiang
收藏  |  浏览/下载：15/0  |  提交时间：2023/12/04
Scene recognition  few-shot learning  graph modeling  generalization ability  
Bias oriented unbiased data augmentation for cross-bias representation learning 期刊论文
MULTIMEDIA SYSTEMS, 2022, 页码: 14
作者:  Li, Lei;  Tang, Fan;  Cao, Juan;  Li, Xirong;  Wang, Danding
收藏  |  浏览/下载：21/0  |  提交时间：2023/07/12
Cross-bias generalization  Data augmentation  Unbiased representation  
AbdomenCT-1K: Is Abdominal Organ Segmentation a Solved Problem? 期刊论文
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2022, 卷号: 44, 期号: 10, 页码: 6695-6714
作者:  Ma, Jun;  Zhang, Yao;  Gu, Song;  Zhu, Cheng;  Ge, Cheng;  Zhang, Yichi;  An, Xingle;  Wang, Congcong;  Wang, Qiyuan;  Liu, Xin;  Cao, Shucheng;  Zhang, Qi;  Liu, Shangqing;  Wang, Yunpeng;  Li, Yuhui;  He, Jian;  Yang, Xiaoping
收藏  |  浏览/下载：37/0  |  提交时间：2022/12/07
Benchmark testing  Liver  Image segmentation  Biological systems  Pancreas  Computed tomography  Kidney  Multi-organ segmentation  generalization  semi-supervised learning  weakly supervised learning  continual learning  
Dual-Branch Meta-Learning Network With Distribution Alignment for Face Anti-Spoofing 期刊论文
IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY, 2022, 卷号: 17, 页码: 138-151
作者:  Jia, Yunpei;  Zhang, Jie;  Shan, Shiguang
收藏  |  浏览/下载：27/0  |  提交时间：2022/12/07
Faces  Feature extraction  Testing  Face recognition  Databases  Training  Task analysis  Face anti-spoofing  face presentation attack detection  domain generalization  meta-learning  distribution alignment  deep learning  
Toward data-efficient learning: A benchmark for COVID-19 CT lung and infection segmentation 期刊论文
MEDICAL PHYSICS, 2021, 页码: 14
作者:  Ma, Jun;  Wang, Yixin;  An, Xingle;  Ge, Cheng;  Yu, Ziqi;  Chen, Jianan;  Zhu, Qiongjie;  Dong, Guoqiang;  He, Jian;  He, Zhiqiang;  Cao, Tianjia;  Zhu, Yuntao;  Nie, Ziwei;  Yang, Xiaoping
收藏  |  浏览/下载：53/0  |  提交时间：2021/12/01
COVID‐  19 CT  domain generalization  few‐  shot learning  knowledge transfer  lung and infection segmentation  
Learning deep representations via extreme learning machines 期刊论文
NEUROCOMPUTING, 2015, 卷号: 149, 页码: 308-315
作者:  Yu, Wenchao;  Zhuang, Fuzhen;  He, Qing;  Shi, Zhongzhi
收藏  |  浏览/下载：44/0  |  提交时间：2019/12/13
Extreme learning machine  Deep learning  Representation learning  Stacked ELMs  Stacked generalization  DrELM