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The papers in this volume were part of the technical conference cited on the cover and title page. Papers were selected and subject to review by the editors and conference program committee. Some conference presentations may not be available for publication. Additional papers and presentation recordings may be available online in the SPIE Digital Library at SPIEDigitalLibrary.org. The papers reflect the work and thoughts of the authors and are published herein as submitted. The publisher is not responsible for the validity of the information or for any outcomes resulting from reliance thereon. Please use the following format to cite material from these proceedings: Author(s), “Title of Paper,” in Fourteenth International Conference on Quality Control by Artificial Vision, edited by Christophe Cudel, Stéphane Bazeille, Nicolas Verrier, Proceedings of SPIE Vol. 11172 (SPIE, Bellingham, WA, 2019) Seven-digit Article CID Number. ISSN: 0277-786X ISSN: 1996-756X (electronic) ISBN: 9781510630536 ISBN: 9781510630543 (electronic) Published by SPIE P.O. Box 10, Bellingham, Washington 98227-0010 USA Telephone +1 360 676 3290 (Pacific Time) · Fax +1 360 647 1445 Copyright © 2019, Society of Photo-Optical Instrumentation Engineers. Copying of material in this book for internal or personal use, or for the internal or personal use of specific clients, beyond the fair use provisions granted by the U.S. Copyright Law is authorized by SPIE subject to payment of copying fees. The Transactional Reporting Service base fee for this volume is $21.00 per article (or portion thereof), which should be paid directly to the Copyright Clearance Center (CCC), 222 Rosewood Drive, Danvers, MA 01923. Payment may also be made electronically through CCC Online at copyright.com. Other copying for republication, resale, advertising or promotion, or any form of systematic or multiple reproduction of any material in this book is prohibited except with permission in writing from the publisher. The CCC fee code is 0277-786X/19/$21.00. Printed in the United States of America by Curran Associates, Inc., under license from SPIE. Publication of record for individual papers is online in the SPIE Digital Library. Paper Numbering: Proceedings of SPIE follow an e-First publication model. A unique citation identifier (CID) number is assigned to each article at the time of publication. Utilization of CIDs allows articles to be fully citable as soon as they are published online, and connects the same identifier to all online and print versions of the publication. SPIE uses a seven-digit CID article numbering system structured as follows:
AuthorsNumbers in the index correspond to the last two digits of the seven-digit citation identifier (CID) article numbering system used in Proceedings of SPIE. The first five digits reflect the volume number. Base 36 numbering is employed for the last two digits and indicates the order of articles within the volume. Numbers start with 00, 01, 02, 03, 04, 05, 06, 07, 08, 09, 0A, 0B…0Z, followed by 10-1Z, 20-2Z, etc. Ainouz, Samia, 18 Aizawa, Hiroaki, 0O, 0T Aldea, Emanuel, 10 Alfalou, Ayman, 0Z Angulo, Xabier, 0L Arana-Arexolaleiba, Nestor, 09 Asama, Hajime, 0X Aubreton, Olivier, 15, 1E Baghbanpourasl, Amirreza, 0E Balzategui, Julen, 09 Barre, Anne-Laure, 0C Bätz, Michel, 1C Bazeille, StĂ©phane, 0W Beauseroy, P., 0G Belhadj, Djallel, 07, 0S, 1H Ben Adallah, Hamdi, 0U Bertolino, Pascal, 05 BiguĂ©, Laurent, 16 Blanchon, Marc, 0M Blin, Rachel, 18 Bolomey, LĂ©andre, 1B Boroomandi Barati, Solmaz, 0R Bouabdellah, Mohamed, 0N Boucher, Arnaud, 0A Bringier, Benjamin, 0Q Brost, Vincent, 0A Canu, StĂ©phane, 18 Capitao, Flavio, 1B Castro, Yuly, 0A, 13 Cenedese, Angelo, 0H Chambard, Jean-Pierre, 0V Chowdhary Maddukuri, Sriniwas, 0E Chuchvara, Alexandra, 1C Cudel, Christophe, 0N, 0V, 0W Debailleul, M., 0F Deborah, Hilda, 11 De LaulaniĂ©, Lucie, 0C del Barrio, Jon Ander, 0L Devy, Michel, 08 Dolives, Benoit, 0U Dondi, Piercarlo, 10 Eciolaza, Luka, 09 Eitzinger, Christian, 0E, 1G El Kabir, Taoufik, 0Q Errami, Mounir, 0K Fantinel, Riccardo, 0H Favrelière, H., 13, 17 Fernandez-Maloigne, C., 1F Fofi, David, 0M Foucault, L., 0F Foulonneau, Alban, 16 GarcĂa de la Yedra, Aitor, 0L Gavet, Yann, 0R GimĂ©nez, Yilbert, 16 Gomez, Ietxu, 1B Goto, Keisuke, 0T Granberg, P., 0J Haboub, Abdelmoula, 0K Haddad, Madjid, 07, 0S, 1H HaeberlĂ©, O., 0F Hardeberg, Jon Yngve, 11 Hase, Natsuki, 06 Heindl, Christoph, 1G Herbulot, Ariane, 08 Herrmann, Thomas, 1E Hirsch, Ernest, 04 Ihrke, Ivo, 03 Ito, Seiya, 06, 1A Jaschke, Tobias, 1C Jauch, C., 0P Jebali, H., 1F JĂ©gou, Jean-François, 0Q Ji, Yonghoon, 0X, 14 JovanÄŤević, Igor, 0U Kaneko, Naoshi, 06, 1A Kaneko, Shun’ichi, 12 Kato, Kunihito, 0O, 0T Keinert, Joachim, 1C Khoudeir, Majdi, 0Q Lacombe, T., 17 Ladret, Patricia, 05 Langlois, J., 0I Lapray, Pierre-Jean, 16 Larnier, Stanislas, 08 Launay, AurĂ©lien, 04 Lechervy, Alexis, 0Z Lecron, Jean-Claude, 0Q Lee, Eui-Hyuk, 1D Le GoĂŻc, GaĂ«tan, 0A, 13 Le HĂ©garat, Sylvie, 10 Leporcq, Florian, 0Z Maestro-Watson, Daniel, 09 Maillot, Yvan, 0V Malagodi, Marco, 10 Mansouri, Alamin, 0A, 13 Marino, S., 0G Martin, HĂ©lène, 0R Masenlle, Manuel, 0L Mathieu, A., 15 Matsuoka, Yuki, 0O Meguenani, Anis, 0V Meriaudeau, Fabrice, 18 Meyer-Heye, Pauline, 0E Migniot, Cyrille, 1E Minematsu, T., 0J Miranda, Julien, 08 Monnin, David, 0W Morel, Franck, 0Q Moreno, RamĂłn, 0L Mori, Naoyuki, 0B Mosqueron, Romuald, 1B Mouchère, H., 0I Muller, T., 17 Muniategui, Ander, 0L Muzeau, Julien, 05 Nagorny, P., 17 Nakatsuka, Shunsuke, 0T Naouai, M., 1F Nguyen, MaĂŻ K., 0Y Normand, N., 0I Nurit, M., 13 Nuzillard, Danielle, 07, 0S, 1H Orteu, Jean-JosĂ©, 0U Pairel, E., 17 Perrin, Guillaume, 04 Picart, Pascal, 02 Pillet, M., 17 Pinoli, Jean-Charles, 0R Pitard, Gilles, 0A Pommiès, Matthieu, 0C Pracht, Monika, 0D QuĂ©au, Yvain, 0Z Rebert, Martin, 0W Rezaei, Alireza, 10 Richard, NoĂ«l, 11, 1F Rziza, Mohammed, 0K Saito, Takaho, 0T Sato, Junya, 0O Scharinger, Josef, 1G Sharara, El Sayed A., 19 Shimada, A., 0J Simon, B., 0F Sireyjol, R., 0J Smolarz, A., 0G Stahl, J., 0P Stolz, C., 15 Strubel, David, 0M Suga, Nobuhiro, 1A Sumi, Kazuhiko, 06, 1A Sun, Sun-Gu, 1D Swiderski, Waldemar, 0D Takemura, Noriko, 0B Taniguchi, R., 0J Tarpau, CĂ©cilia, 0Y Terada, K., 19 Tout, Karim, 0N Traxler, Gerhard, 0E Tsuji, A., 19 Umeda, Kazunori, 0X, 14 Urban, Jean-Philippe, 0N Valette, StĂ©phane, 0R Varriot, Valentin, 0C Veith, Jannic, 08 Verrier, N., 0F Viard-Gaudin, C., 0I Viquerat, Benjamin, 0C Vrabie, Valeriu, 07, 0S, 1H Yagi, Yasushi, 0B Yamashita, Atsushi, 0X Yan, Shixun, 14 Yan, Yaping, 12 Zakeri, Faezeh Sadat, 1C Zambal, Sebastian, 1G Zanzouri Kechiche, A., 15 Zendagui, Abir, 0A, 13 Conference CommitteeConference Chairs
Program Chairs
Program Committee
Local Arrangement Committee
Session Chairs
IntroductionResearchers from Université Haute Alsace and the IRIMAS Research Institute were proud to host the Fourteenth International Conference on Quality Control by Artificial Vision (QCAV 2019) in Mulhouse, France, 15–17 May. This international conference was first organized in France in 1993 and has occurred biannually since then with host sites worldwide including: Le Creusot, France in 1995, 1997, 2001, 2007, and 2015; Japan in 1998, 2005, 2013, and 2017; Canada in 1999; the United States in 2003; Austria 2009, and Saint Étienne, France in 2011. Quality Control by Artificial Vision continues to undergo rapid evolution thanks to recent progress in the fields of artificial intelligence, 2D and 3D vision sensors, image processing, and non-conventional optics. This year, the main topics were 2D and 3D machine vision, machine learning, and artificial intelligence (AI). The conference was also honored with the presence of two renowned guest speakers: Prof. Pascal Picart, Université du Mans (France) and Dr. Yvo Ihrke, Carl Zeiss GmbH (Germany), who delivered talks exploring non-conventional imaging systems and light field imaging. For the fourteenth QCAV conference proceedings, fifty papers were selected by the International Committee from among seventy-eight submissions (five of which were presented in the conference’s poster session). The authors were from Austria, Australia, Qatar, France, Japan, Pakistan, United Kingdom, Spain, Columbia, Germany, Greece, India, Luxembourg, Morocco, Peru, Belgium, Sri Lanka, Saudi Arabia, Mexico, and Italy. It is also our pleasure to announce a special issue of the Journal of Electronic Imaging published by SPIE, with guest editors Prof. Olivier Aubreton, Université de Bourgogne (France), Prof. Kunihito Kato, Gifu University (Japan), and Prof. Christophe Cudel, Université Haute-Alsace (France), dedicated to QCAV and featuring selections based on the best papers presented at the conference, among other submissions. We also would like to thank our partners and sponsors for their support: La Faculté des Sciences de Mulhouse (France); Mulhouse Alsace Agglomération (France); and La Region Grand-Est; IDS GmbH (Germany). Christophe Cudel Stéphane Bazeille Nicolas Verrier |