Soumick Chatterjee

M.Sc. Soumick Chatterjee

Otto von Guericke University Magdeburg
Faculty of Computer Science
Institut für Technische und Betriebliche Informationssysteme (ITI)
Universitätsplatz 2, Gebäude 09, 39106, Magdeburg, G09-408
Vita

Research interests:

  • Machine Learning, Deep Learning
  • Image Processing, Medical Image Processing
  • Magnetic Resonance Imaging (MRI), MR Image Reconstruction, Interventional MRI
  • Text Analysis and Classification
  • Cryptography, Steganography

Current project:

  • Use of prior knowledge for interventional MRI (OVGU:ESF: MEMoRIAL - M!.p4)

Vita

01/2018 PhD Research Fellow at the OVGU:ESF Graduate School : MEMoRIAL
07/2017 Joined as a Research Associate in Infymax Solutions - Chatbot, Hospital Automation
05/2017 Master's Major Project: Text Classification using SVM enhanced by Multithreading and CUDA
08/2015 Commencement of Masters study in Computer Science in St. Xavier's College Kolkata India
11/2013 Bachelor's Major Project: Data Hiding in Images - A steganographic approach
12/2010 Launch of Supernova Techlink - a software startup based in Kolkata, India - worked part-time during undergraduate study, followed by full-time as the Co-Founder and Chief Software Architect
08/2010 Commencement of undergraduate study: Bachelor of Computer Application in Punjab Technical University India
Publications

2020

Artikel in Kongressband

Sciarra, Alessandro;  Dünnwald, Max;  Chatterjee, Soumick;  Speck, Oliver;  Oeltze-Jafra, Steffen 

Classification of motion corrupted brain MR images using deep learning techniques
In: ResearchGATE: scientific neetwork ; the leading professional network for scientists - Cambridge, Mass.: ResearchGATE Corp., 2010 . - 2020

Sciarra, Alessandro;  Chatterjee, Soumick;  Dünnwald, Max;  Speck, Oliver;  Oeltze-Jafra, Steffen 

Evaluation of deep learning techniques for motion artifacts removal
In: ResearchGATE: scientific neetwork ; the leading professional network for scientists - Cambridge, Mass.: ResearchGATE Corp., 2010 . - 2020

Chatterjee, Soumick;  Sciarra, Alessandro;  Dünnwald, Max;  Oeltze-Jafra, Steffen;  Nürnberger, Andreas;  Speck, Oliver 

Retrospective motion correction of MR images using prior-assisted deep learning
In: ResearchGATE: scientific neetwork ; the leading professional network for scientists - Cambridge, Mass.: ResearchGATE Corp., 2010 . - 2020

Sarasaen, Chompunuch;  Chatterjee, Soumick;  Nürnberger, Andreas;  Speck, Oliver 

Super resolution of dynamic MRI using deep learning, enhanced by prior-knowledge
In: ResearchGATE: scientific neetwork ; the leading professional network for scientists - Cambridge, Mass.: ResearchGATE Corp., 2010 . - 2020

Mitta, Dhanunjaya;  Chatterjee, Soumick;  Speck, Oliver;  Nürnberger, Andreas 

Unsupervised learning for Abdominal MRI Segmentation using 3D Attention W-Net
In: ResearchGATE: scientific neetwork ; the leading professional network for scientists - Cambridge, Mass.: ResearchGATE Corp., 2010 . - 2020

Mitta, Dhanunjaya;  Chatterjee, Soumick;  Speck, Oliver;  Nürnberger, Andreas 

Upgraded W-net with attention gates and its application in unsupervised 3D liver segmentation
In: ResearchGATE: scientific neetwork ; the leading professional network for scientists - Cambridge, Mass.: ResearchGATE Corp., 2010 . - 2020

Chatterjee, Soumick;  Putti, Praveen;  Nürnberger, Andreas;  Speck, Oliver 

Wavelet filtering of undersampled MRI using trainable wavelets and CNN
In: ResearchGATE: scientific neetwork ; the leading professional network for scientists - Cambridge, Mass.: ResearchGATE Corp., 2010 . - 2020

Nicht begutachteter Zeitschriftenartikel

Kavur, A. Emre;  Gezer, N. Sinem;  Barış, Mustafa;  Aslan, Sinem;  Conze, Pierre-Henri;  Groza, Vladimir;  Pham, Duc Duy;  Chatterjee, Soumick;  Ernst, Philipp;  Özkan, Savaş;  Baydar, Bora;  Lachinov, Dmitry;  Han, Shuo;  Pauli, Josef;  Isensee, Fabian;  Perkonigg, Matthias;  Sathish, Rachana;  Rajan, Ronnie;  Sheet, Debdoot;  Dovletov, Gurbandurdy;  Speck, Oliver;  Nürnberger, Andreas;  Maier-Hein, Klaus H.;  Akar, Gözde Bozdağı;  Ünal, Gözde;  Dicle, Oğuz;  Selver, M. Alper. 

CHAOS challenge - combined (CT-MR) healthy abdominal organ segmentation
In: De.arxiv.org - [S.l.]: Arxiv.org, 1991, 2020, article 2001.06535, insgesamt 19 Seiten

Chatterjee, Soumick;  Prabhu, Kartik;  Pattadkal, Mahantesh;  Bortsova, Gerda;  Dubost, Florian;  Mattern, Hendrik;  Bruijne, Marleen;  Speck, Oliver;  Nürnberger, Andreas 

DS6: deformation-aware learning for small vessel segmentation with small, imperfectly labeled dataset
In: De.arxiv.org - [S.l.]: Arxiv.org, 1991, 2020, article 2006.10802, insgesamt 13Seiten

Chatterjee, Soumick;  Saad, Fatima;  Sarasaen, Chompunuch;  Ghosh, Suhita;  Khatun, Rupali;  Radeva, Petia;  Rose, Georg;  Stober, Sebastian;  Speck, Oliver;  Nürnberger, Andreas 

Exploration of interpretability techniques for deep COVID-19 classification using chest X-ray images
In: De.arxiv.org - [S.l.]: Arxiv.org, 1991, 2020, article 2006.02570, insgesamt 16 Seiten

2019

Abstract

Chatterjee, Soumick;  Breitkopf, Mario;  Sarasaen, Chompunuch;  Rose, Georg;  Nürnberger, Andreas;  Speck, Oliver 

Comparison between the usage of same and different variable density undersampling patterns for Deep Learning based MRI Reconstruction
In: 4th Image-Guided Interventions Conference: digitalization in medicine : November 4th-5th 2019, UMM, Mannheim - Mannheim ; [Konferenz: 4th Image-Guided Interventions Conference, Mannheim, Germany, November 4 - 5, 2019]

Sarasaen, Chompunuch;  Chatterjee, Soumick;  Breitkopf, Mario;  Rose, Georg;  Speck, Oliver 

Generating breathing deformation model from low resolution 4D MRI
In: 4th Image-Guided Interventions Conference: digitalization in medicine : November 4th-5th 2019, UMM, Mannheim - Mannheim ; [Konferenz: 4th Image-Guided Interventions Conference, Mannheim, Germany, November 4 - 5, 2019]

Artikel in Kongressband

Chatterjee, Soumick;  Breitkopf, Mario;  Sarasaen, Chompunuch;  Rose, Georg;  Nürnberger, Andreas;  Speck, Oliver 

A deep learning approach for reconstruction of undersampled Cartesian and Radial data
In: ResearchGATE - Cambridge, Mass.: ResearchGATE Corp., 2019 ; [Konferenz: ESMRMB 2019, Rotterdam]

Begutachteter Zeitschriftenartikel

Chatterjee, Soumick;  Jose, Pramod George;  Datta, Debabrata 

Text classification using SVM enhanced by multithreading and CUDA
In: International journal of modern education and computer science - Hong Kong: MECS Press, Bd. 11.2019, 1, S. 11-23

Buchbeitrag

Sarasaen, Chompunuch;  Chatterjee, Soumick;  Breitkopf, Mario;  Iuso, Domenico;  Rose, Georg;  Speck, Oliver 

Breathing deformation model - application to multi-resolution abdominal MRI
In: 2019 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society - [Piscataway, NJ]: IEEE, S. 2769-2772

2018

Artikel in Kongressband

Khatun, Rupali;  Chatterjee, Soumick 

Machine learning approach for segmenting glands in colon histology images using local intensity and texture features
In: Conference: IEEE 8th International Advance Computing Conference (IACC 2018)

Begutachteter Zeitschriftenartikel

Mukhopadhyay, Aashijit;  Chatterjee, Soumick;  Nath, Asoke 

Symmetric Key Encryption Algorithm Using Spider Web (ESP) Version-1
In: International Journal of Latest Trends in Engineering and Technology Vol.(10)Issue(2), pp.342-346

2017

Begutachteter Zeitschriftenartikel

Chatterjee, Soumick;  Nath, Asoke 

Auto-Explore the Web Web Crawler
In: International Journal of Innovative Research in Computer and Communication Engineering 5(4):6607-6618

Mukherjee, Siladitya;  Jose, Pramod Goerge;  Chatterjee, Soumick;  Basak, Priyanka 

Duplicate File Analyzer using N-layer Hash and Hash Table
In: International Research Journal of Computer Science (IRJCS), Issue 06, Volume 4

2016

Begutachteter Zeitschriftenartikel

Jose, Pramod Goerge;  Chatterjee, Soumick;  Patodia, Mayank;  Kabra, Sneha;  Nath, Asoke 

Hash and Salt based Steganographic Approach with Modified LSB Encoding
In: International Journal of Innovative Research in Computer and Communication Engineering 4(6):10599-10610

Buchbeitrag

Chatterjee, Soumick;  Jose, Pramod George;  Basak, Priyanka;  Athar, Ambreen;  Aravind, Bindhya;  Beed, Romit S.;  Biswas, Rana 

Microcontroller based automated life saviorMedisûr
In: Computational Science and Engineering, CRC Press, 2016, S. 329-332

Last Modification: 29.11.2019 - Contact Person:

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