The MeVer DeepFake Detection Service: Lessons Learnt from Developing and Deploying in the Wild

Author:

Baxevanakis Spiros1,Kordopatis-Zilos Giorgos1,Galopoulos Panagiotis1,Apostolidis Lazaros1,Levacher Killian2,Baris Schlicht Ipek3,Teyssou Denis4,Kompatsiaris Ioannis1,Papadopoulos Symeon1

Affiliation:

1. ITI-CERTH, Thessaloniki, Greece

2. IBM Research, Dublin, Ireland

3. Deutsche Welle, Bonn/Berlin, Germany

4. Agence France-Presse, Paris, France

Funder

US Department of State Global Engagement Center

European Commission

Publisher

ACM

Reference85 articles.

1. Darius Afchar , Vincent Nozick , Junichi Yamagishi , and Isao Echizen . 2019 . MesoNet: A compact facial video forgery detection network . 10th IEEE International Workshop on Information Forensics and Security, WIFS 2018 (2019 ). https://doi.org/10.1109/WIFS.2018.8630761 ISBN: 9781538665367. 10.1109/WIFS.2018.8630761 Darius Afchar, Vincent Nozick, Junichi Yamagishi, and Isao Echizen. 2019. MesoNet: A compact facial video forgery detection network. 10th IEEE International Workshop on Information Forensics and Security, WIFS 2018 (2019). https://doi.org/10.1109/WIFS.2018.8630761 ISBN: 9781538665367.

2. Bullseye Polytope: A Scalable Clean-Label Poisoning Attack with Improved Transferability

3. Nicolò Bonettini , Luca Bondi , Edoardo Daniele Cannas , Paolo Bestagini , Sara Mandelli , and Stefano Tubaro . 2020 . Video face manipulation detection through ensemble of CNNs . Proceedings - International Conference on Pattern Recognition (2020 ), 5012--5019. https://doi.org/10.1109/ICPR48806.2021.9412711 ISBN: 9781728188089. 10.1109/ICPR48806.2021.9412711 Nicolò Bonettini, Luca Bondi, Edoardo Daniele Cannas, Paolo Bestagini, Sara Mandelli, and Stefano Tubaro. 2020. Video face manipulation detection through ensemble of CNNs. Proceedings - International Conference on Pattern Recognition (2020), 5012--5019. https://doi.org/10.1109/ICPR48806.2021.9412711 ISBN: 9781728188089.

4. Albumentations;Buslaev Alexander;Fast and Flexible Image Augmentations. Information,2020

5. End-to-End Object Detection with Transformers

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