Wojciech Samek

Cited by

	All	Since 2016
Citations	12557	12059
h-index	41	41
i10-index	99	90

4000

2000

1000

3000

201220132014201520162017201820192020202139 89 99 163 313 517 1125 2317 3749 3901

Public access

View all

85 articles

10 articles

available

not available

Based on funding mandates

Co-authors

Klaus-Robert MüllerTU Berlin & Korea University & Google Brain & MPIIVerified email at tu-berlin.de
Sebastian Lapuschkin (né Bach)Head of Explainable AI Group, Fraunhofer Heinrich Hertz InstituteVerified email at hhi.fraunhofer.de
Alexander BinderAssociate Professor, University of Oslo (UiO)Verified email at ifi.uio.no
Grégoire MontavonTechnische Universität BerlinVerified email at tu-berlin.de
Thomas WiegandProfessor, TU Berlin and Fraunhofer HHI, Berlin, GermanyVerified email at tu-berlin.de
Motoaki KawanabeSenior Researcher, Advanced Telecommunications Research Institute InternationalVerified email at atr.jp
Sebastian BosseHead of Interactive & Cognitive Systems, Fraunhofer HHI, GermanyVerified email at hhi.fraunhofer.de
Felix SattlerFraunhofer Heinrich Hertz InstituteVerified email at hhi.fraunhofer.de
simon wiedemannM. Sc.Verified email at wiedemann.es
Vignesh SrinivasanFraunhofer HHIVerified email at hhi.fraunhofer.de
Shinichi NakajimaMachine Learning Group, Technische Universität BerlinVerified email at tu-berlin.de
Leila ArrasResearch Associate, Fraunhofer HHI, GermanyVerified email at hhi.fraunhofer.de
Nils StrodthoffHead of Applied Machine Learning Group, Fraunhofer HHI, GermanyVerified email at hhi.fraunhofer.de
Carmen VidaurreIkerbasque Research Associate, Tecnalia Health, NeurotechVerified email at tecnalia.com
Frederick KlauschenInstitute of Pathology, Charité Universitätsmedizin BerlinVerified email at charite.de
Sven DähneAmazonVerified email at amazon.com
Felix BiessmannEinstein Center Digital Future, Beuth Hochschule für TechnikVerified email at beuth-hochschule.de
Peter EisertProfessor Visual Computing, Humboldt University Berlin, Fraunhofer HHIVerified email at informatik.hu-berlin.de
Arno VillringerDirector, Max Planck SocietyVerified email at cbs.mpg.de
Benjamin BlankertzTechnische Universität Berlin, Neurotechnology groupVerified email at tu-berlin.de

Wojciech Samek

Head of AI Department, Fraunhofer HHI, Germany, BIFOLD Fellow & ELLIS Berlin

Verified email at hhi.fraunhofer.de - Homepage

Machine Learning Interpretability Deep Learning Explainable AI Federated Learning


Title Sort by citations Sort by year Sort by title	Cited by Cited by	Year
On Pixel-wise Explanations for Non-Linear Classifier Decisions by Layer-wise Relevance Propagation S Bach, A Binder, G Montavon, F Klauschen, KR Müller, W Samek PLOS ONE 10 (7), e0130140, 2015	2048	2015
Methods for interpreting and understanding deep neural networks G Montavon, W Samek, KR Müller Digital Signal Processing 73, 1-15, 2018	1307	2018
Explainable Artificial Intelligence: Understanding, Visualizing and Interpreting Deep Learning Models W Samek, T Wiegand, KR Müller ITU Journal: ICT Discoveries 1 (1), 39-48, 2018	801	2018
Explaining nonlinear classification decisions with deep taylor decomposition G Montavon, S Lapuschkin, A Binder, W Samek, KR Müller Pattern Recognition 65, 211-222, 2017	780	2017
Evaluating the visualization of what a deep neural network has learned W Samek, A Binder, G Montavon, S Lapuschkin, KR Müller IEEE Transactions on Neural Networks and Learning Systems 28 (11), 2660-2673, 2017	651	2017
Deep Neural Networks for No-Reference and Full-Reference Image Quality Assessment S Bosse, D Maniry, KR Müller, T Wiegand, W Samek IEEE Transactions on Image Processing 27 (1), 206-219, 2018	480	2018
Unmasking Clever Hans Predictors and Assessing What Machines Really Learn S Lapuschkin, S Wäldchen, A Binder, G Montavon, W Samek, KR Müller Nature Communications 10, 1096, 2019	405	2019
Explainable AI: Interpreting, explaining and visualizing deep learning W Samek, G Montavon, A Vedali, LK Hansen, KR Müller Springer Nature, 2019	346	2019
Robust and communication-efficient federated learning from non-iid data F Sattler, S Wiedemann, KR Müller, W Samek IEEE Transactions on Neural Networks and Learning Systems 31 (9), 3400-3413, 2020	337	2020
Interpretable deep neural networks for single-trial EEG classification I Sturm, S Lapuschkin, W Samek, KR Müller Journal of Neuroscience Methods 274, 141-145, 2016	245	2016
"What is relevant in a text document?": An interpretable machine learning approach L Arras, F Horn, G Montavon, KR Müller, W Samek PLOS ONE 12 (8), e0181142, 2017	232	2017
Explaining recurrent neural network predictions in sentiment analysis L Arras, G Montavon, KR Müller, W Samek EMNLP'17 Workshop on Computational Approaches to Subjectivity, Sentiment …, 2017	231	2017
Stationary common spatial patterns for brain–computer interfacing W Samek, C Vidaurre, KR Müller, M Kawanabe Journal of Neural Engineering 9 (2), 026013, 2012	230	2012
iNNvestigate neural networks! M Alber, S Lapuschkin, P Seegerer, M Hägele, KT Schütt, G Montavon, ... Journal of Machine Learning Research 20 (93), 1-8, 2019	187	2019
Layer-wise relevance propagation for neural networks with local renormalization layers A Binder, G Montavon, S Lapuschkin, KR Müller, W Samek Artificial Neural Networks and Machine Learning – ICANN 2016, LNCS 9887, 63-71, 2016	187	2016
Towards explainable artificial intelligence W Samek, KR Müller Explainable AI: Interpreting, Explaining and Visualizing Deep Learning, 5-22, 2019	174	2019
Divergence-based framework for common spatial patterns algorithms W Samek, M Kawanabe, KR Müller IEEE Reviews in Biomedical Engineering 7, 50-72, 2014	172	2014
Layer-Wise Relevance Propagation: An Overview G Montavon, A Binder, S Lapuschkin, W Samek, KR Müller Explainable AI: Interpreting, Explaining and Visualizing Deep Learning 11700 …, 2019	171	2019
A deep neural network for image quality assessment S Bosse, D Maniry, T Wiegand, W Samek 23th IEEE International Conference on Image Processing (ICIP), 3773-3777, 2016	168	2016
Transferring Subspaces Between Subjects in Brain-Computer Interfacing W Samek, FC Meinecke, KR Müller IEEE Transactions on Biomedical Engineering 60 (8), 2289-2298, 2013	154	2013

The system can't perform the operation now. Try again later.

Articles 1–20

Citations per year

Duplicate citations

Merged citations

Add co-authorsCo-authors

Follow this author

Cited by

Co-authors