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Region Uncertainty Estimation for Medical Image Segmentation With Noisy Labels 期刊论文
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2025, 卷号: 44, 期号: 12, 页码: 5197-5207
作者:  Han, Kai;  Wang, Shuhui;  Chen, Jun;  Qian, Chengxuan;  Lyu, Chongwen;  Ma, Siqi;  Qiu, Chengjian;  Sheng, Victor S.;  Huang, Qingming;  Liu, Zhe
收藏  |  浏览/下载：2/0  |  提交时间：2026/05/25
Noise measurement  Training  Image segmentation  Annotations  Uncertainty  Estimation  Medical diagnostic imaging  Data models  Computational modeling  Noise  Medical image segmentation  noisy label learning  uncertainty estimation  pseudo label  
Unified Multi-Modal Image Synthesis for Missing Modality Imputation 期刊论文
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2025, 卷号: 44, 期号: 1, 页码: 4-18
作者:  Zhang, Yue;  Peng, Chengtao;  Wang, Qiuli;  Song, Dan;  Li, Kaiyan;  Zhou, S. Kevin
收藏  |  浏览/下载：36/0  |  提交时间：2025/06/25
Image synthesis  Imputation  Medical diagnostic imaging  Task analysis  Streams  Training  Feature extraction  Medical image synthesis  multi-modal images  data imputation  
IGU-Aug: Information-Guided Unsupervised Augmentation and Pixel-Wise Contrastive Learning for Medical Image Analysis 期刊论文
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2025, 卷号: 44, 期号: 1, 页码: 154-164
作者:  Quan, Quan;  Yao, Qingsong;  Zhu, Heqin;  Zhou, S. Kevin
收藏  |  浏览/下载：58/0  |  提交时间：2025/06/25
Contrastive learning  Task analysis  Data augmentation  Semantics  Training  Feature extraction  Image segmentation  data augmentation  few-shot learning  landmark detection  segmentation  
Adversarial Medical Image With Hierarchical Feature Hiding 期刊论文
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2024, 卷号: 43, 期号: 4, 页码: 1296-1307
作者:  Yao, Qingsong;  He, Zecheng;  Li, Yuexiang;  Lin, Yi;  Ma, Kai;  Zheng, Yefeng;  Zhou, S. Kevin
收藏  |  浏览/下载：55/0  |  提交时间：2024/12/06
Security in machine learning  adversarial attacks and defense  
SurgNet: Self-Supervised Pretraining With Semantic Consistency for Vessel and Instrument Segmentation in Surgical Images 期刊论文
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2024, 卷号: 43, 期号: 4, 页码: 1513-1525
作者:  Chen, Jiachen;  Li, Mengyang;  Han, Hu;  Zhao, Zhiming;  Chen, Xilin
收藏  |  浏览/下载：46/0  |  提交时间：2024/12/06
Vessel and instrument segmentation  local semantic consistency  guided masked image modeling  self-supervised learning  
Lung Nodule Segmentation and Uncertain Region Prediction With an Uncertainty-Aware Attention Mechanism 期刊论文
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2024, 卷号: 43, 期号: 4, 页码: 1284-1295
作者:  Yang, Han;  Wang, Qiuli;  Zhang, Yue;  An, Zhulin;  Liu, Chen;  Zhang, Xiaohong;  Zhou, S. Kevin
收藏  |  浏览/下载：57/0  |  提交时间：2024/12/06
Lung nodules segmentation  uncertainty  multiple annotations  computed tomography  
AIROGS: Artificial Intelligence for Robust Glaucoma Screening Challenge 期刊论文
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2024, 卷号: 43, 期号: 1, 页码: 542-557
作者:  de Vente, Coen;  Vermeer, Koenraad A.;  Jaccard, Nicolas;  Wang, He;  Sun, Hongyi;  Khader, Firas;  Truhn, Daniel;  Aimyshev, Temirgali;  Zhanibekuly, Yerkebulan;  Le, Tien-Dung;  Galdran, Adrian;  Ballester, Miguel Angel Gonzalez;  Carneiro, Gustavo;  Devika, R. G.;  Sethumadhavan, Hrishikesh Panikkasseril;  Puthussery, Densen;  Liu, Hong;  Yang, Zekang;  Kondo, Satoshi;  Kasai, Satoshi;  Wang, Edward;  Durvasula, Ashritha;  Heras, Jonathan;  Zapata, Miguel Angel;  Araujo, Teresa;  Aresta, Guilherme;  Bogunovic, Hrvoje;  Arikan, Mustafa;  Lee, Yeong Chan;  Cho, Hyun Bin;  Choi, Yoon Ho;  Qayyum, Abdul;  Razzak, Imran;  van Ginneken, Bram;  Lemij, Hans G.;  Sanchez, Clara I.
收藏  |  浏览/下载：95/0  |  提交时间：2024/05/20
Color fundus photography  glaucoma screening  out-of-distribution detection  retina  robustness  
GLIM-Net: Chronic Glaucoma Forecast Transformer for Irregularly Sampled Sequential Fundus Images 期刊论文
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2023, 卷号: 42, 期号: 6, 页码: 1875-1884
作者:  Hu, Xiaoyan;  Zhang, Ling-Xiao;  Gao, Lin;  Dai, Weiwei;  Han, Xiaoguang;  Lai, Yu-Kun;  Chen, Yiqiang
收藏  |  浏览/下载：72/0  |  提交时间：2023/12/04
Transformers  Feature extraction  Predictive models  Image segmentation  Deep learning  Biomedical imaging  Task analysis  Glaucoma forecast  transformer  attention mechanism  fundus image  
Semi-Supervised CT Lesion Segmentation Using Uncertainty-Based Data Pairing and SwapMix 期刊论文
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2023, 卷号: 42, 期号: 5, 页码: 1546-1562
作者:  Qiao, Pengchong;  Li, Han;  Song, Guoli;  Han, Hu;  Gao, Zhiqiang;  Tian, Yonghong;  Liang, Yongsheng;  Li, Xi;  Zhou, S. Kevin;  Chen, Jie
收藏  |  浏览/下载：77/0  |  提交时间：2023/12/04
Lesions  Image segmentation  Computed tomography  Uncertainty  Training  Predictive models  Data models  Semi-supervised learning  lesion segmentation  unreliable pseudo labels  
LE-UDA: Label-Efficient Unsupervised Domain Adaptation for Medical Image Segmentation 期刊论文
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2023, 卷号: 42, 期号: 3, 页码: 633-646
作者:  Zhao, Ziyuan;  Zhou, Fangcheng;  Xu, Kaixin;  Zeng, Zeng;  Guan, Cuntai;  Zhou, S. Kevin
收藏  |  浏览/下载：68/0  |  提交时间：2023/12/04
Image segmentation  Adaptation models  Biomedical imaging  Annotations  Adversarial machine learning  Magnetic resonance imaging  Training  Unsupervised domain adaptation  medical image segmentation  cross-modality learning  semi-supervised learning  adversarial learning