Exploring Internal Representations of Deep Neural Networks
This paper introduces a method for the generation of images that activate any target neuron or group of neurons of a trained convolutional neural network (CNN). These images are created in such a way that they contain attributes of natural images such as
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Christophe Sabourin Juan Julian Merelo Kurosh Madani Kevin Warwick Editors
Computational Intelligence 9th International Joint Conference, IJCCI 2017 Funchal-Madeira, Portugal, November 1–3, 2017 Revised Selected Papers
Studies in Computational Intelligence Volume 829
Series Editor Janusz Kacprzyk, Polish Academy of Sciences, Warsaw, Poland
The series “Studies in Computational Intelligence” (SCI) publishes new developments and advances in the various areas of computational intelligence—quickly and with a high quality. The intent is to cover the theory, applications, and design methods of computational intelligence, as embedded in the fields of engineering, computer science, physics and life sciences, as well as the methodologies behind them. The series contains monographs, lecture notes and edited volumes in computational intelligence spanning the areas of neural networks, connectionist systems, genetic algorithms, evolutionary computation, artificial intelligence, cellular automata, self-organizing systems, soft computing, fuzzy systems, and hybrid intelligent systems. Of particular value to both the contributors and the readership are the short publication timeframe and the world-wide distribution, which enable both wide and rapid dissemination of research output. The books of this series are submitted to indexing to Web of Science, EI-Compendex, DBLP, SCOPUS, Google Scholar and Springerlink.
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Christophe Sabourin Juan Julian Merelo Kurosh Madani Kevin Warwick •
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Editors
Computational Intelligence 9th International Joint Conference, IJCCI 2017 Funchal-Madeira, Portugal, November 1–3, 2017 Revised Selected Papers
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Editors Christophe Sabourin IUT Sénart Université Paris-Est Créteil (UPEC) Créteil, France Kurosh Madani Université Paris-Est Créteil (UPEC) Créteil, France
Juan Julian Merelo Department of Computer Architecture and Technology University of Granada Granada, Spain Kevin Warwick University of Reading Reading, UK Coventry University Coventry, UK
ISSN 1860-949X ISSN 1860-9503 (electronic) Studies in Computational Intelligence ISBN 978-3-030-16468-3 ISBN 978-3-030-16469-0 (eBook) https://doi.org/10.1007/978-3-030-16469-0 © Springer Nature Switzerland AG 2019 This work is subject to copyright. All rights are reserved by the Publisher, whether the whole or part of the material is concerned, specifically the rights of translation, reprinting, reuse of illustrations, recitation, broadcasting, reproduction on microfilms or in any other physical way, and transmission or information storage and retrieval, electronic adaptation, computer software, or by similar or dissimilar methodology now known or hereafter developed. The use of general descriptive names, registered names, trademarks, service marks, etc. in this publication does not imply, even in the absence of a specific statement, that such names are exempt from the relevant protective laws and regulations and therefore free for general use. The publisher, the authors and
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