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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:4/0  |  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:9/0  |  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:7/0  |  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:21/0  |  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:24/0  |  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:29/0  |  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:22/0  |  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  
Multi-Centre, Multi-Vendor and Multi-Disease Cardiac Segmentation: The M&Ms Challenge 期刊论文
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2021, 卷号: 40, 期号: 12, 页码: 3543-3554
作者:  Campello, Victor M.;  Gkontra, Polyxeni;  Izquierdo, Cristian;  Martin-Isla, Carlos;  Sojoudi, Alireza;  Full, Peter M.;  Maier-Hein, Klaus;  Zhang, Yao;  He, Zhiqiang;  Ma, Jun;  Parreno, Mario;  Albiol, Alberto;  Kong, Fanwei;  Shadden, Shawn C.;  Acero, Jorge Corral;  Sundaresan, Vaanathi;  Saber, Mina;  Elattar, Mustafa;  Li, Hongwei;  Menze, Bjoern;  Khader, Firas;  Haarburger, Christoph;  Scannell, Cian M.;  Veta, Mitko;  Carscadden, Adam;  Punithakumar, Kumaradevan;  Liu, Xiao;  Tsaftaris, Sotirios A.;  Huang, Xiaoqiong;  Yang, Xin;  Li, Lei;  Zhuang, Xiahai;  Vilades, David;  Descalzo, Martin L.;  Guala, Andrea;  La Mura, Lucia;  Friedrich, Matthias G.;  Garg, Ria;  Lebel, Julie;  Henriques, Filipe;  Karakas, Mahir;  Cavus, Ersin;  Petersen, Steffen E.;  Escalera, Sergio;  Segui, Santi;  Rodriguez-Palomares, Jose F.;  Lekadir, Karim
收藏  |  浏览/下载:51/0  |  提交时间:2022/06/21
Image segmentation  Heart  Training  Hospitals  Deep learning  Biomedical engineering  Protocols  Cardiovascular magnetic resonance  image segmentation  deep learning  generalizability  data augmentation  domain adaption  public dataset  
Limited View Tomographic Reconstruction Using a Cascaded Residual Dense Spatial-Channel Attention Network With Projection Data Fidelity Layer 期刊论文
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2021, 卷号: 40, 期号: 7, 页码: 1792-1804
作者:  Zhou, Bo;  Zhou, S. Kevin;  Duncan, James S.;  Liu, Chi
收藏  |  浏览/下载:50/0  |  提交时间:2021/12/01
Tomographic reconstruction  cascaded network  projection data fidelity layer  RedSCAN  limited angle  sparse view  
Deep Collocative Learning for Immunofixation Electrophoresis Image Analysis 期刊论文
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2021, 卷号: 40, 期号: 7, 页码: 1898-1910
作者:  Wei, Xiao-Yong;  Yang, Zhen-Qun;  Zhang, Xu-Lu;  Liao, Ga;  Sheng, Ai-Lin;  Zhou, S. Kevin;  Wu, Yongkang;  Du, Liang
收藏  |  浏览/下载:50/0  |  提交时间:2021/12/01
Tensors  Visualization  Computational modeling  Proteins  Analytical models  Logic gates  Backtracking  Immunofixation Electrophoresis  deep collocative learning  coached attention gates