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Region-guided CycleGANs for Stain Transfer in Whole Slide Images


Aug 26, 2022
Joseph Boyd, Irène Villa, Marie-Christine Mathieu, Eric Deutsch, Nikos Paragios, Maria Vakalopoulou, Stergios Christodoulidis


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MICS : Multi-steps, Inverse Consistency and Symmetric deep learning registration network


Nov 23, 2021
Théo Estienne, Maria Vakalopoulou, Enzo Battistella, Theophraste Henry, Marvin Lerousseau, Amaury Leroy, Nikos Paragios, Eric Deutsch

* In submission 

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Self-Supervised Representation Learning using Visual Field Expansion on Digital Pathology


Sep 07, 2021
Joseph Boyd, Mykola Liashuha, Eric Deutsch, Nikos Paragios, Stergios Christodoulidis, Maria Vakalopoulou


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Deep Reinforcement Learning for L3 Slice Localization in Sarcopenia Assessment


Aug 13, 2021
Othmane Laousy, Guillaume Chassagnon, Edouard Oyallon, Nikos Paragios, Marie-Pierre Revel, Maria Vakalopoulou


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Exploring Deep Registration Latent Spaces


Jul 23, 2021
Théo Estienne, Maria Vakalopoulou, Stergios Christodoulidis, Enzo Battistella, Théophraste Henry, Marvin Lerousseau, Amaury Leroy, Guillaume Chassagnon, Marie-Pierre Revel, Nikos Paragios, Eric Deutsch

* 13 pages, 5 figures + 3 figures in supplementary materials Accepted to DART 2021 workshop 

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Weakly supervised pan-cancer segmentation tool


May 10, 2021
Marvin Lerousseau, Marion Classe, Enzo Battistella, Théo Estienne, Théophraste Henry, Amaury Leroy, Roger Sun, Maria Vakalopoulou, Jean-Yves Scoazec, Eric Deutsch, Nikos Paragios


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Sparse convolutional context-aware multiple instance learning for whole slide image classification


May 06, 2021
Marvin Lerousseau, Maria Vakalopoulou, Nikos Paragios, Eric Deutsch


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Cancer Gene Profiling through Unsupervised Discovery


Feb 11, 2021
Enzo Battistella, Maria Vakalopoulou, Roger Sun, Théo Estienne, Marvin Lerousseau, Sergey Nikolaev, Emilie Alvarez Andres, Alexandre Carré, Stéphane Niyoteka, Charlotte Robert, Nikos Paragios, Eric Deutsch


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Top 10 BraTS 2020 challenge solution: Brain tumor segmentation with self-ensembled, deeply-supervised 3D-Unet like neural networks


Oct 30, 2020
Theophraste Henry, Alexandre Carre, Marvin Lerousseau, Theo Estienne, Charlotte Robert, Nikos Paragios, Eric Deutsch

* BraTS 2020 proceedings (LNCS) paper 

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