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Jonas Unger

Link├Âping University

Learning Representations with Contrastive Self-Supervised Learning for Histopathology Applications

Dec 10, 2021
Karin Stacke, Jonas Unger, Claes Lundstr├Âm, 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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How to cheat with metrics in single-image HDR reconstruction

Aug 19, 2021
Gabriel Eilertsen, Saghi Hajisharif, Param Hanji, Apostolia Tsirikoglou, Rafal K. Mantiuk, Jonas Unger

* ICCV 2021 workshop on Learning for Computational Imaging (LCI) 

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Ensembles of GANs for synthetic training data generation

Apr 23, 2021
Gabriel Eilertsen, Apostolia Tsirikoglou, Claes Lundstr├Âm, Jonas Unger

* ICLR 2021 workshop on Synthetic Data Generation: Quality, Privacy, Bias 

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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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Classifying the classifier: dissecting the weight space of neural networks

Feb 13, 2020
Gabriel Eilertsen, Daniel J├Ânsson, Timo Ropinski, Jonas Unger, Anders Ynnerman

* ECAI 2020 

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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 Lundstr├Âm

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

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Single-frame Regularization for Temporally Stable CNNs

Feb 27, 2019
Gabriel Eilertsen, Rafał K. Mantiuk, Jonas Unger

* CVPR 2019 

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Synscapes: A Photorealistic Synthetic Dataset for Street Scene Parsing

Oct 19, 2018
Magnus Wrenninge, Jonas Unger

* For more information and download see: 

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HDR image reconstruction from a single exposure using deep CNNs

Oct 20, 2017
Gabriel Eilertsen, Joel Kronander, Gyorgy Denes, Rafał K. Mantiuk, Jonas Unger

* ACM Trans. Graph. 36, 6, Article 178 (2017) 
* 15 pages, 19 figures, Siggraph Asia 2017. Project webpage located at where paper with high quality images is available, as well as supplementary material (document, images, video and source code) 

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Procedural Modeling and Physically Based Rendering for Synthetic Data Generation in Automotive Applications

Oct 18, 2017
Apostolia Tsirikoglou, Joel Kronander, Magnus Wrenninge, Jonas Unger

* The project web page at contains a version of the paper with high-resolution images as well as additional material 

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A Unified Framework for Multi-Sensor HDR Video Reconstruction

Aug 22, 2013
Joel Kronander, Stefan Gustavson, Gerhard Bonnet, Anders Ynnerman, Jonas Unger

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