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From "Where" to "What": Towards Human-Understandable Explanations through Concept Relevance Propagation



Reduan Achtibat , Maximilian Dreyer , Ilona Eisenbraun , Sebastian Bosse , Thomas Wiegand , Wojciech Samek , Sebastian Lapuschkin

* 79 pages (40 pages manuscript, 10 pages references, 29 pages appendix) 51 figures (26 in manuscript, 25 in appendix) 1 table (in appendix) 

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Curiously Effective Features for Image Quality Prediction



Sören Becker , Thomas Wiegand , Sebastian Bosse

* To be published at ICIP 2021 

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FantastIC4: A Hardware-Software Co-Design Approach for Efficiently Running 4bit-Compact Multilayer Perceptrons



Simon Wiedemann , Suhas Shivapakash , Pablo Wiedemann , Daniel Becking , Wojciech Samek , Friedel Gerfers , Thomas Wiegand


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Risk Estimation of SARS-CoV-2 Transmission from Bluetooth Low Energy Measurements



Felix Sattler , Jackie Ma , Patrick Wagner , David Neumann , Markus Wenzel , Ralf Schäfer , Wojciech Samek , Klaus-Robert Müller , Thomas Wiegand


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Trends and Advancements in Deep Neural Network Communication



Felix Sattler , Thomas Wiegand , Wojciech Samek


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DeepCABAC: A Universal Compression Algorithm for Deep Neural Networks



Simon Wiedemann , Heiner Kirchoffer , Stefan Matlage , Paul Haase , Arturo Marban , Talmaj Marinc , David Neumann , Tung Nguyen , Ahmed Osman , Detlev Marpe , Heiko Schwarz , Thomas Wiegand , Wojciech Samek


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DeepCABAC: Context-adaptive binary arithmetic coding for deep neural network compression



Simon Wiedemann , Heiner Kirchhoffer , Stefan Matlage , Paul Haase , Arturo Marban , Talmaj Marinc , David Neumann , Ahmed Osman , Detlev Marpe , Heiko Schwarz , Thomas Wiegand , Wojciech Samek

* ICML 2019, Joint Workshop on On-Device Machine Learning and Compact Deep Neural Network Representations (ODML-CDNNR) 

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Focus Group on Artificial Intelligence for Health



Marcel Salathé , Thomas Wiegand , Markus Wenzel

* Whitepaper on ITU Focus Group AI4H for 1st workshop at WHO 

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Deep Neural Networks for No-Reference and Full-Reference Image Quality Assessment



Sebastian Bosse , Dominique Maniry , Klaus-Robert Müller , Thomas Wiegand , Wojciech Samek

* IEEE Transactions on Image Processing, 27(1):206-219, 2018 

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A Haar Wavelet-Based Perceptual Similarity Index for Image Quality Assessment



Rafael Reisenhofer , Sebastian Bosse , Gitta Kutyniok , Thomas Wiegand

* Signal Processing: Image Communication 61 (2018) 33-43 

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