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A Comparative Study of Deep Learning Based Deformable Image Registration Techniques

Author:Soumick Chatterjee  Himanshi Bajaj  Suraj Bangalore Shashidhar  Sanjeeth Busnur Indushekar  Steve Simon  Istiyak Hossain Siddiquee  Nandish Bandi Subbarayappa  Oliver Speck  Andreas Nürnberger  

Session Type:Digital Poster  

Session Date:Tuesday, 18 May 2021  

Topic:Machine Learning for Image Analysis  

Session Name:Machine Learning: Multimodal & Multireader Insights  

Program Number:2436  

Room Session:Concurrent 1  

Institution:Otto von Guericke University  German Centre for Neurodegenerative Diseases  Center for Behavioral Brain Sciences  Leibniz Institute for Neurobiology  

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

Author:Chompunuch Sarasaen  Soumick Chatterjee  Fatima Saad  Mario Breitkopf  Andreas Nürnberger  Oliver Speck  

Session Type:Digital Poster  

Session Date:Tuesday, 18 May 2021  

Topic:Machine Learning for Data Acquisition & Image Reconstruction  

Session Name:Machine Learning: Removing Artifacts & Improving Resolution  

Program Number:1778  

Room Session:Concurrent 1  

Institution:Center for Behavioral Brain Sciences  Otto von Guericke University  Leibniz Institute for Neurobiology  German Center for Neurodegenerative Disease  

Going beyond the image space: undersampled MRI reconstruction directly in the k-space using a complex valued residual neural network

Author:Soumick Chatterjee  Chompunuch Sarasaen  Alessandro Sciarra  Mario Breitkopf  Steffen Oeltze-Jafra  Andreas Nürnberger  Oliver Speck  

Session Type:Digital Poster  

Session Date:Tuesday, 18 May 2021  

Topic:Machine Learning for Data Acquisition & Image Reconstruction  

Session Name:Machine Learning for Data Acquisition & Image Reconstruction  

Program Number:1757  

Room Session:Concurrent 1  

Institution:Medical Faculty, University Hopspital  Otto von Guericke University  German Centre for Neurodegenerative Diseases  Center for Behavioral Brain Sciences  Leibniz Institute for Neurobiology  

Interpretability Techniques for Deep Learning based Segmentation Models

Author:Soumick Chatterjee  Arnab Das  Chirag Mandal  Budhaditya Mukhopadhyay  Manish Vipinraj  Aniruddh Shukla  Oliver Speck  Andreas Nürnberger  

Session Type:Digital Poster  

Session Date:Tuesday, 18 May 2021  

Topic:Machine Learning for Image Analysis  

Session Name:Machine Learning for Image Analysis  

Program Number:2400  

Room Session:Concurrent 1  

Institution:Otto von Guericke University  German Centre for Neurodegenerative Diseases  Center for Behavioral Brain Sciences  Leibniz Institute for Neurobiology  

Unsupervised reconstruction based anomaly detection using a Variational Auto Encoder

Author:Soumick Chatterjee  Alessandro Sciarra  Max Dünnwald  Shubham Kumar Agrawal  Pavan Tummala  Disha Setlur  Aman Kalra  Aishwarya Jauhari  Steffen Oeltze-Jafra  Oliver Speck  Andreas Nürnberger  

Session Type:Digital Poster  

Session Date:Tuesday, 18 May 2021  

Topic:Machine Learning for Image Analysis  

Session Name:Machine Learning for Image Analysis  

Program Number:2399  

Room Session:Concurrent 1  

Institution:Medical Faculty, University Hopspital  Otto von Guericke University  German Centre for Neurodegenerative Diseases  Center for Behavioral Brain Sciences  Leibniz Institute for Neurobiology  

Vessel distance mapping for deep gray matter structures

Author:Hendrik Mattern  Stefanie Schreiber  Oliver Speck  

Session Type:Oral  

Session Date:Thursday, 20 May 2021  

Topic:MRI in Stroke: Vessels, Flow & Tissue Structure  

Session Name:MRI in Stroke: Vessels, Flow & Tissue Structure  

Program Number:0828  

Room Session:Concurrent 6  

Institution:Otto-von-Guericke-University Magdeburg  Otto-von-Guericke-University, Magdeburg  German Center for Neurodegenerative Disease  Center for Behavioral Brain Sciences  Leibniz Institute for Neurobiology