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Gradient-aware domain-invariant learning for domain generalization 期刊论文
MULTIMEDIA SYSTEMS, 2025, 卷号: 31, 期号: 1, 页码: 15
作者:  Hou, Feng;  Zhang, Yao;  Liu, Yang;  Yuan, Jin;  Zhong, Cheng;  Zhang, Yang;  Shi, Zhongchao;  Fan, Jianping;  He, Zhiqiang
收藏  |  浏览/下载：2/0  |  提交时间：2025/06/25
Domain shift  Domain generalization  Domain-invariant parameters  Sparse  
Generalizable Remote Physiological Measurement via Semantic-Sheltered Alignment and Plausible Style Randomization 期刊论文
IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2025, 卷号: 74, 页码: 14
作者:  Wang, Jiyao;  Lu, Hao;  Han, Hu;  Chen, Yingcong;  He, Dengbo;  Wu, Kaishun
收藏  |  浏览/下载：0/0  |  提交时间：2025/06/25
Domain generalization (DG)  heart rate (HR) estimation  invariant risk minimization (IRM)  plausible style generation  remote photoplethysmography (rPPG)  Domain generalization (DG)  heart rate (HR) estimation  invariant risk minimization (IRM)  plausible style generation  remote photoplethysmography (rPPG)  
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：17/0  |  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：22/0  |  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：23/0  |  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：27/0  |  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：26/0  |  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：34/0  |  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：59/0  |  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：39/0  |  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