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Modelling the Distribution of 3D Brain MRI using a 2D Slice VAE

Jul 09, 2020
Anna Volokitin, Ertunc Erdil, Neerav Karani, Kerem Can Tezcan, Xiaoran Chen, Luc Van Gool, Ender Konukoglu

* accepted for publication at MICCAI 2020. Code available https://github.com/voanna/slices-to-3d-brain-vae/ 

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Unsupervised Lesion Detection via Image Restoration with a Normative Prior

Apr 30, 2020
Xiaoran Chen, Suhang You, Kerem Can Tezcan, Ender Konukoglu

* Extended version of 'Unsupervised Lesion Detection via Image Restoration with a Normative Prior' (MIDL2019) 

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Learning Semantic Segmentation from Synthetic Data: A Geometrically Guided Input-Output Adaptation Approach

Jan 13, 2019
Yuhua Chen, Wen Li, Xiaoran Chen, Luc Van Gool

* v2: fixed some typos 

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Deep Generative Models in the Real-World: An Open Challenge from Medical Imaging

Jun 14, 2018
Xiaoran Chen, Nick Pawlowski, Martin Rajchl, Ben Glocker, Ender Konukoglu

* 10 pages. 3 figures 

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Unsupervised Detection of Lesions in Brain MRI using constrained adversarial auto-encoders

Jun 13, 2018
Xiaoran Chen, Ender Konukoglu

* 9 pages, 5 figures, accepted at MIDL 2018 

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