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Fine-tuning deep learning model parameters for improved super-resolution of dynamic MRI with prior-knowledge

Feb 04, 2021
Chompunuch Sarasaen, Soumick Chatterjee, Mario Breitkopf, Georg Rose, Andreas N├╝rnberger, Oliver Speck


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Retrospective Motion Correction of MR Images using Prior-Assisted Deep Learning

Nov 28, 2020
Soumick Chatterjee, Alessandro Sciarra, Max D├╝nnwald, Steffen Oeltze-Jafra, Andreas N├╝rnberger, Oliver Speck

* Medical Imaging Meets NeurIPS 2020 

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Upgraded W-Net with Attention Gates and its Application in Unsupervised 3D Liver Segmentation

Nov 20, 2020
Dhanunjaya Mitta, Soumick Chatterjee, Oliver Speck, Andreas N├╝rnberger

* ICPRAM 2021 

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DS6: Deformation-aware learning for small vessel segmentation with small, imperfectly labeled dataset

Jun 18, 2020
Soumick Chatterjee, Kartik Prabhu, Mahantesh Pattadkal, Gerda Bortsova, Florian Dubost, Hendrik Mattern, Marleen de Bruijne, Oliver Speck, Andreas N├╝rnberger


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Exploration of Interpretability Techniques for Deep COVID-19 Classification using Chest X-ray Images

Jun 10, 2020
Soumick Chatterjee, Fatima Saad, Chompunuch Sarasaen, Suhita Ghosh, Rupali Khatun, Petia Radeva, Georg Rose, Sebastian Stober, Oliver Speck, Andreas N├╝rnberger


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CHAOS Challenge -- Combined (CT-MR) Healthy Abdominal Organ Segmentation

Jan 17, 2020
A. Emre Kavur, N. Sinem Gezer, Mustafa Bar─▒┼č, Pierre-Henri Conze, Vladimir Groza, Duc Duy Pham, Soumick Chatterjee, Philipp Ernst, Sava┼č ├ľzkan, Bora Baydar, Dmitry Lachinov, Shuo Han, Josef Pauli, Fabian Isensee, Matthias Perkonigg, Rachana Sathish, Ronnie Rajan, Sinem Aslan, Debdoot Sheet, Gurbandurdy Dovletov, Oliver Speck, Andreas N├╝rnberger, Klaus H. Maier-Hein, G├Âzde Bozda─č─▒ Akar, G├Âzde ├ťnal, O─čuz Dicle, M. Alper Selver

* 10 pages, 2 figures 

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Breathing deformation model -- application to multi-resolution abdominal MRI

Oct 10, 2019
Chompunuch Sarasaen, Soumick Chatterjee, Mario Breitkopf, Domenico Iuso, Georg Rose, Oliver Speck

* 2019 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) 

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