Dr. Wojciech Samek

Senior Researcher | BIFOLD

Head of Machine Learning Group | Fraunhofer HHI

Website | Google Scholar

Contact
Fraunhofer Heinrich Hertz Institute

Department of Video Coding & Analytics

Machine Learning Group

Einsteinufer 37

D-10587 Berlin

+49 30 31002 417

http://iphome.hhi.de/samek/

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Dr. Wojciech Samek

Wojciech Samek is head of the Machine Learning Group at Fraunhofer Heinrich Hertz Institute, Berlin, Germany. He studied computer science at Humboldt-Universität zu Berlin from 2004 to 2010, was visiting researcher at NASA Ames Research Center, CA, USA, and received the Ph.D. degree in machine learning from the Technische Universität Berlin in 2014. He is an editorial board member of DSP, PLoS ONE and IEEE TNNLS, and is an elected member of the IEEE MLSP Technical Committee. He is part of various international standardization initiatives, including the MPEG-7 standardization on the compression of neural networks. He has organized special sessions, workshops and tutorials at top-tier machine learning and signal processing conferences (NIPS, CVPR, ICASSP, ICIP, EUSIPCO, ICANN, MICCAI), has received multiple best paper awards and has co-authored more than 100 journal and conference papers, predominantly in the areas deep learning, interpretable machine learning, neural network compression and federated learning. He is also co-editor of the book „Explainable AI: Interpreting, Explaining and Visualizing Deep Learning“, LNCS, Springer, 2019.

Research Interests

  • Deep Learning
  • Interpretable Machine Learning
  • Model Compression
  • Computer Vision
  • Distributed Learning

Awards and Honors

2019

 

Best Paper Award at ICML Workshop on On-Device Machine Learning & Compact Deep Neural Network Representations
2019

 

Honorable Mention Award at IEEE AIVR
2016 Best Paper Award at ICML Workshop on Visualization for Deep Learning
2010

 

Scholarship of the DFG Research Training Group GRK 1589/1
2006 Scholarship of the German National Merit Foundation (“Studienstiftung des deutschen Volkes”)

Memberships

  • Editorial board member at Digital Signal Processing, PLoS ONE and IEEE TNNLS
  • Elected member of the IEEE MLSP Technical Committee
  • IEEE, IEEE Signal Processing Society, IEEE Computational Intelligence Society
  • Gesellschaft für Informatik e.V.