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Learning Representations with Contrastive Self-Supervised Learning for Histopathology Applications


Dec 10, 2021
Karin Stacke, Jonas Unger, Claes Lundström, Gabriel Eilertsen

* Pre-print, in submission Journal of Machine Learning for Biomedical Imaging 

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Primary Tumor and Inter-Organ Augmentations for Supervised Lymph Node Colon Adenocarcinoma Metastasis Detection


Sep 17, 2021
Apostolia Tsirikoglou, Karin Stacke, Gabriel Eilertsen, Jonas Unger

* International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), 2021 

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A Study of Deep Learning Colon Cancer Detection in Limited Data Access Scenarios


May 22, 2020
Apostolia Tsirikoglou, Karin Stacke, Gabriel Eilertsen, Martin Lindvall, Jonas Unger

* Presented at the ICLR 2020 Workshop on AI for Overcoming Global Disparities in Cancer Care (AI4CC) 

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A Closer Look at Domain Shift for Deep Learning in Histopathology


Sep 26, 2019
Karin Stacke, Gabriel Eilertsen, Jonas Unger, Claes Lundström

* 8 pages, 4 figures. Accepted to COMPAY2019: Second MICCAI Workshop on Computational Pathology 

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