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HSIC-InfoGAN: Learning Unsupervised Disentangled Representations by Maximising Approximated Mutual Information


Aug 06, 2022
Xiao Liu, Spyridon Thermos, Pedro Sanchez, Alison Q. O'Neil, Sotirios A. Tsaftaris

* MICCAI MAD Workshop 2022 

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What is Healthy? Generative Counterfactual Diffusion for Lesion Localization


Jul 25, 2022
Pedro Sanchez, Antanas Kascenas, Xiao Liu, Alison Q. O'Neil, Sotirios A. Tsaftaris

* Accepted at the Deep Generative Models workshop at MICCAI 2022 

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Why patient data cannot be easily forgotten?


Jun 29, 2022
Ruolin Su, Xiao Liu, Sotirios A. Tsaftaris

* Ruolin Su and Xiao Liu contributed equally. Accepted by MICCAI 2022 

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vMFNet: Compositionality Meets Domain-generalised Segmentation


Jun 29, 2022
Xiao Liu, Spyridon Thermos, Pedro Sanchez, Alison Q. O'Neil, Sotirios A. Tsaftaris

* Accepted by MICCAI 2022 

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Metrics reloaded: Pitfalls and recommendations for image analysis validation


Jun 03, 2022
Lena Maier-Hein, Annika Reinke, Evangelia Christodoulou, Ben Glocker, Patrick Godau, Fabian Isensee, Jens Kleesiek, Michal Kozubek, Mauricio Reyes, Michael A. Riegler, Manuel Wiesenfarth, Michael Baumgartner, Matthias Eisenmann, Doreen Heckmann-Nötzel, A. Emre Kavur, Tim Rädsch, Minu D. Tizabi, Laura Acion, Michela Antonelli, Tal Arbel, Spyridon Bakas, Peter Bankhead, Arriel Benis, M. Jorge Cardoso, Veronika Cheplygina, Beth Cimini, Gary S. Collins, Keyvan Farahani, Bram van Ginneken, Daniel A. Hashimoto, Michael M. Hoffman, Merel Huisman, Pierre Jannin, Charles E. Kahn, Alexandros Karargyris, Alan Karthikesalingam, Hannes Kenngott, Annette Kopp-Schneider, Anna Kreshuk, Tahsin Kurc, Bennett A. Landman, Geert Litjens, Amin Madani, Klaus Maier-Hein, Anne L. Martel, Peter Mattson, Erik Meijering, Bjoern Menze, David Moher, Karel G. M. Moons, Henning Müller, Felix Nickel, Brennan Nichyporuk, Jens Petersen, Nasir Rajpoot, Nicola Rieke, Julio Saez-Rodriguez, Clarisa Sánchez Gutiérrez, Shravya Shetty, Maarten van Smeden, Carole H. Sudre, Ronald M. Summers, Abdel A. Taha, Sotirios A. Tsaftaris, Ben Van Calster, Gaël Varoquaux, Paul F. Jäger

* Shared first authors: Lena Maier-Hein, Annika Reinke. arXiv admin note: substantial text overlap with arXiv:2104.05642 

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Causal Machine Learning for Healthcare and Precision Medicine


May 31, 2022
Pedro Sanchez, Jeremy P. Voisey, Tian Xia, Hannah I. Watson, Alison Q. ONeil, Sotirios A. Tsaftaris

* 19 pages, 4 figures, 1 table 

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Unintended memorisation of unique features in neural networks


May 20, 2022
John Hartley, Sotirios A. Tsaftaris

* arXiv admin note: substantial text overlap with arXiv:2202.08099 

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Adversarial Counterfactual Augmentation: Application in Alzheimer's Disease Classification


Mar 15, 2022
Tian Xia, Pedro Sanchez, Chen Qin, Sotirios A. Tsaftaris


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Diffusion Causal Models for Counterfactual Estimation


Feb 21, 2022
Pedro Sanchez, Sotirios A. Tsaftaris

* Accepted at CLeaR (Causal Learning and Reasoning) 2022 

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