Attention gated networks: Learning to leverage salient regions in medical images
Schlemper, Jo, Oktay, Ozan, Schaap, Michiel, Heinrich, Mattias, Kainz, Bernhard, Glocker, Ben, Rueckert, Daniel
Published in Medical image analysis (01.04.2019)
Published in Medical image analysis (01.04.2019)
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Journal Article
Weakly Supervised Estimation of Shadow Confidence Maps in Fetal Ultrasound Imaging
Meng, Qingjie, Housden, James, Matthew, Jacqueline, Rueckert, Daniel, Schnabel, Julia A., Kainz, Bernhard, Sinclair, Matthew, Zimmer, Veronika, Hou, Benjamin, Rajchl, Martin, Toussaint, Nicolas, Oktay, Ozan, Schlemper, Jo, Gomez, Alberto
Published in IEEE transactions on medical imaging (01.12.2019)
Published in IEEE transactions on medical imaging (01.12.2019)
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Journal Article
Convolutional Recurrent Neural Networks for Dynamic MR Image Reconstruction
Qin, Chen, Schlemper, Jo, Caballero, Jose, Price, Anthony N., Hajnal, Joseph V., Rueckert, Daniel
Published in IEEE transactions on medical imaging (01.01.2019)
Published in IEEE transactions on medical imaging (01.01.2019)
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Journal Article
Systematic evaluation of iterative deep neural networks for fast parallel MRI reconstruction with sensitivity‐weighted coil combination
Hammernik, Kerstin, Schlemper, Jo, Qin, Chen, Duan, Jinming, Summers, Ronald M., Rueckert, Daniel
Published in Magnetic resonance in medicine (01.10.2021)
Published in Magnetic resonance in medicine (01.10.2021)
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Journal Article
Automatic 3D Bi-Ventricular Segmentation of Cardiac Images by a Shape-Refined Multi- Task Deep Learning Approach
Duan, Jinming, Bello, Ghalib, Schlemper, Jo, Bai, Wenjia, Dawes, Timothy J. W., Biffi, Carlo, de Marvao, Antonio, Doumoud, Georgia, O'Regan, Declan P., Rueckert, Daniel
Published in IEEE transactions on medical imaging (01.09.2019)
Published in IEEE transactions on medical imaging (01.09.2019)
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Journal Article
Dual-domain self-supervised learning for accelerated non-Cartesian MRI reconstruction
Zhou, Bo, Schlemper, Jo, Dey, Neel, Mohseni Salehi, Seyed Sadegh, Sheth, Kevin, Liu, Chi, Duncan, James S., Sofka, Michal
Published in Medical image analysis (01.10.2022)
Published in Medical image analysis (01.10.2022)
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Journal Article
Complementary time‐frequency domain networks for dynamic parallel MR image reconstruction
Qin, Chen, Duan, Jinming, Hammernik, Kerstin, Schlemper, Jo, Küstner, Thomas, Botnar, René, Prieto, Claudia, Price, Anthony N., Hajnal, Joseph V., Rueckert, Daniel
Published in Magnetic resonance in medicine (01.12.2021)
Published in Magnetic resonance in medicine (01.12.2021)
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Journal Article
Unsupervised Multi-modal Style Transfer for Cardiac MR Segmentation
Chen, Chen, Ouyang, Cheng, Tarroni, Giacomo, Schlemper, Jo, Qiu, Huaqi, Bai, Wenjia, Rueckert, Daniel
Published in Statistical Atlases and Computational Models of the Heart. Multi-Sequence CMR Segmentation, CRT-EPiggy and LV Full Quantification Challenges
Published in Statistical Atlases and Computational Models of the Heart. Multi-Sequence CMR Segmentation, CRT-EPiggy and LV Full Quantification Challenges
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Book Chapter
DSFormer: A Dual-domain Self-supervised Transformer for Accelerated Multi-contrast MRI Reconstruction
Zhou, Bo, Dey, Neel, Schlemper, Jo, Mohseni Salehi, Seyed Sadegh, Liu, Chi, Duncan, James S., Sofka, Michal
Published in 2023 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) (01.01.2023)
Published in 2023 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) (01.01.2023)
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Conference Proceeding
ContraReg: Contrastive Learning of Multi-modality Unsupervised Deformable Image Registration
Dey, Neel, Schlemper, Jo, Salehi, Seyed Sadegh Mohseni, Zhou, Bo, Gerig, Guido, Sofka, Michal
Published in Medical Image Computing and Computer Assisted Intervention – MICCAI 2022 (01.01.2022)
Published in Medical Image Computing and Computer Assisted Intervention – MICCAI 2022 (01.01.2022)
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Book Chapter
Deep Learning for Cardiac Motion Estimation: Supervised vs. Unsupervised Training
Qiu, Huaqi, Qin, Chen, Le Folgoc, Loic, Hou, Benjamin, Schlemper, Jo, Rueckert, Daniel
Published in Statistical Atlases and Computational Models of the Heart. Multi-Sequence CMR Segmentation, CRT-EPiggy and LV Full Quantification Challenges
Published in Statistical Atlases and Computational Models of the Heart. Multi-Sequence CMR Segmentation, CRT-EPiggy and LV Full Quantification Challenges
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Book Chapter
자기 공명 이미지 재구성을 위한 딥 러닝 기술
LAZARUS CAROLE, KUNDU PRANTIK, SOFKA MICHAL, WANG ZIYI, MOSHEN SALEHI SEYED SADEGH, DYVORNE HADRIEN A, SACOLICK LAURA, ROTHBERG JONATHAN M, O'HALLORAN RAFAEL, SCHLEMPER JO
Year of Publication 08.04.2021
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Year of Publication 08.04.2021
Patent
Evaluation of the Robustness of Learned MR Image Reconstruction to Systematic Deviations Between Training and Test Data for the Models from the fastMRI Challenge
Johnson, Patricia M., Jeong, Geunu, Hammernik, Kerstin, Schlemper, Jo, Qin, Chen, Duan, Jinming, Rueckert, Daniel, Lee, Jingu, Pezzotti, Nicola, De Weerdt, Elwin, Yousefi, Sahar, Elmahdy, Mohamed S., Van Gemert, Jeroen Hendrikus Franciscus, Schülke, Christophe, Doneva, Mariya, Nielsen, Tim, Kastryulin, Sergey, Lelieveldt, Boudewijn P. F., Van Osch, Matthias J. P., Staring, Marius, Chen, Eric Z., Wang, Puyang, Chen, Xiao, Chen, Terrence, Patel, Vishal M., Sun, Shanhui, Shin, Hyungseob, Jun, Yohan, Eo, Taejoon, Kim, Sewon, Kim, Taeseong, Hwang, Dosik, Putzky, Patrick, Karkalousos, Dimitrios, Teuwen, Jonas, Miriakov, Nikita, Bakker, Bart, Caan, Matthan, Welling, Max, Muckley, Matthew J., Knoll, Florian
Published in Machine Learning for Medical Image Reconstruction
Published in Machine Learning for Medical Image Reconstruction
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Book Chapter