Deep Learning for Cardiac Image Segmentation: A Review von Chen, Chen, Qin, Chen, Qiu, Huaqi, Tarroni, Giacomo, Duan, Jinming, Bai, Wenjia, Rueckert, Daniel

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Self-Supervised Learning for Few-Shot Medical Image Segmentation von Ouyang, Cheng, Biffi, Carlo, Chen, Chen, Kart, Turkay, Qiu, Huaqi, Rueckert, Daniel

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Enhancing MR image segmentation with realistic adversarial data augmentation von Chen, Chen, Qin, Chen, Ouyang, Cheng, Li, Zeju, Wang, Shuo, Qiu, Huaqi, Chen, Liang, Tarroni, Giacomo, Bai, Wenjia, Rueckert, Daniel

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Deformable medical image registration using Deep Learning von Qiu, Huaqi

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Self-supervision with Superpixels: Training Few-Shot Medical Image Segmentation Without Annotation von Ouyang, Cheng, Biffi, Carlo, Chen, Chen, Kart, Turkay, Qiu, Huaqi, Rueckert, Daniel

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Learn2Reg: Comprehensive Multi-Task Medical Image Registration Challenge, Dataset and Evaluation in the Era of Deep Learning von Hering, Alessa, Hansen, Lasse, Mok, Tony C. W., Chung, Albert C. S., Siebert, Hanna, Hager, Stephanie, Lange, Annkristin, Kuckertz, Sven, Heldmann, Stefan, Shao, Wei, Vesal, Sulaiman, Rusu, Mirabela, Sonn, Geoffrey, Estienne, Theo, Vakalopoulou, Maria, Han, Luyi, Huang, Yunzhi, Yap, Pew-Thian, Brudfors, Mikael, Balbastre, Yael, Joutard, Samuel, Modat, Marc, Lifshitz, Gal, Raviv, Dan, Lv, Jinxin, Li, Qiang, Jaouen, Vincent, Visvikis, Dimitris, Fourcade, Constance, Rubeaux, Mathieu, Pan, Wentao, Xu, Zhe, Jian, Bailiang, De Benetti, Francesca, Wodzinski, Marek, Gunnarsson, Niklas, Sjolund, Jens, Grzech, Daniel, Qiu, Huaqi, Li, Zeju, Thorley, Alexander, Duan, Jinming, Grosbrohmer, Christoph, Hoopes, Andrew, Reinertsen, Ingerid, Xiao, Yiming, Landman, Bennett, Huo, Yuankai, Murphy, Keelin, Lessmann, Nikolas, van Ginneken, Bram, Dalca, Adrian V., Heinrich, Mattias P.

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CHeart: A Conditional Spatio-Temporal Generative Model for Cardiac Anatomy von Qiao, Mengyun, Wang, Shuo, Qiu, Huaqi, De Marvao, Antonio, O'Regan, Declan P., Rueckert, Daniel, Bai, Wenjia

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Learning a Model-Driven Variational Network for Deformable Image Registration von Jia, Xi, Thorley, Alexander, Chen, Wei, Qiu, Huaqi, Shen, Linlin, Styles, Iain B., Chang, Hyung Jin, Leonardis, Ales, de Marvao, Antonio, O'Regan, Declan P., Rueckert, Daniel, Duan, Jinming

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MOOD 2020: A Public Benchmark for Out-of-Distribution Detection and Localization on Medical Images von Zimmerer, David, Full, Peter M., Isensee, Fabian, Jager, Paul, Adler, Tim, Petersen, Jens, Kohler, Gregor, Ross, Tobias, Reinke, Annika, Kascenas, Antanas, Jensen, Bjorn Sand, O'Neil, Alison Q., Tan, Jeremy, Hou, Benjamin, Batten, James, Qiu, Huaqi, Kainz, Bernhard, Shvetsova, Nina, Fedulova, Irina, Dylov, Dmitry V., Yu, Baolun, Zhai, Jianyang, Hu, Jingtao, Si, Runxuan, Zhou, Sihang, Wang, Siqi, Li, Xinyang, Chen, Xuerun, Zhao, Yang, Marimont, Sergio Naval, Tarroni, Giacomo, Saase, Victor, Maier-Hein, Lena, Maier-Hein, Klaus

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Realistic Adversarial Data Augmentation for MR Image Segmentation von Chen, Chen, Qin, Chen, Qiu, Huaqi, Ouyang, Cheng, Wang, Shuo, Chen, Liang, Tarroni, Giacomo, Bai, Wenjia, Rueckert, Daniel

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Unsupervised Multi-modal Style Transfer for Cardiac MR Segmentation von Chen, Chen, Ouyang, Cheng, Tarroni, Giacomo, Schlemper, Jo, Qiu, Huaqi, Bai, Wenjia, Rueckert, Daniel

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Embedding Gradient-Based Optimization in Image Registration Networks von Qiu, Huaqi, Hammernik, Kerstin, Qin, Chen, Chen, Chen, Rueckert, Daniel

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Learn2Reg: Comprehensive Multi-Task Medical Image Registration Challenge, Dataset and Evaluation in the Era of Deep Learning von Hering, Alessa, Hansen, Lasse, Mok, Tony C. W., Chung, Albert C. S., Siebert, Hanna, Häger, Stephanie, Lange, Annkristin, Kuckertz, Sven, Heldmann, Stefan, Shao, Wei, Vesal, Sulaiman, Rusu, Mirabela, Sonn, Geoffrey, Estienne, Théo, Vakalopoulou, Maria, Han, Luyi, Huang, Yunzhi, Yap, Pew-Thian, Brudfors, Mikael, Balbastre, Yaël, Joutard, Samuel, Modat, Marc, Lifshitz, Gal, Raviv, Dan, Lv, Jinxin, Li, Quang, Jaouen, Vincent, Visvikis, Dimitris, Fourcade, Constance, Rubeaux, Mathieu, Pan, Wentao, Xu, Zhe, Jian, Bailiang, De Benetti, Francesca, Wodzinski, Marek, Gunnarsson, Niklas, Sjölund, Jens, Grzech, Daniel, Qiu, Huaqi, Li, Zeju, Thorley, Alexander, Duan, Jinming, Grossbröhmer, Christoph, Hoopes, Andrew, Reinertsen, Ingerid, Xiao, Yiming, Landman, Bennett, Huo, Yuankai, Murphy, Keelin, Lessmann, Nikolas, van Ginneken, Bram, Dalca, Adrian V., Heinrich, Mattias P.

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MAD: Modality Agnostic Distance Measure for Image Registration von Sideri-Lampretsa, Vasiliki, Zimmer, Veronika A., Qiu, Huaqi, Kaissis, Georgios, Rueckert, Daniel

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Biomechanics-Informed Neural Networks for Myocardial Motion Tracking in MRI von Qin, Chen, Wang, Shuo, Chen, Chen, Qiu, Huaqi, Bai, Wenjia, Rueckert, Daniel

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Generative Modelling of the Ageing Heart with Cross-Sectional Imaging and Clinical Data von Qiao, Mengyun, Basaran, Berke Doga, Qiu, Huaqi, Wang, Shuo, Guo, Yi, Wang, Yuanyuan, Matthews, Paul M., Rueckert, Daniel, Bai, Wenjia

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Going Deeper into Cardiac Motion Analysis to Model Fine Spatio-Temporal Features von Lu, Ping, Qiu, Huaqi, Qin, Chen, Bai, Wenjia, Rueckert, Daniel, Noble, J. Alison

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Deep Learning for Cardiac Motion Estimation: Supervised vs. Unsupervised Training von Qiu, Huaqi, Qin, Chen, Le Folgoc, Loic, Hou, Benjamin, Schlemper, Jo, Rueckert, Daniel

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Conditional Deformable Image Registration with Spatially-Variant and Adaptive Regularization von Wang, Yinsong, Qiu, Huaqi, Qin, Chen

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Image registration is a geometric deep learning task von Sideri-Lampretsa, Vasiliki, Stolt-Ansó, Nil, Menten, Martin, Qiu, Huaqi, McGinnis, Julian, Rueckert, Daniel

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