Robust cross-dataset deepfake detection with multitask self-supervised learning.

Borut Batagelj

Borut Batagelj Andrej Kronovsek Vitomir Struc Peter Peer Robust cross-dataset deepfake detection with multitask self-supervised learning. 858-862 2025 11 ICT Express 5 https://doi.org/10.1016/j.icte.2025.02.011 db/journals/ict-express/ict-express11.html#BatageljKSP25 streams/journals/ict-express

Juan E. Tapia Mario Nieto 0001 Juan M. Espín Alvaro S. Rocamora Javier Barrachina Naser Damer Christoph Busch 0001 Marija Ivanovska Leon Todorov Renat Khizbullin Lazar Lazarevich Aleksei Grishin Daniel Schulz Sebastian Gonzalez Amir Mohammadi Ketan Kotwal Sébastien Marcel Raghavendra Mudgalgundurao Kiran Raja Patrick Schuch Sushrut Patwardhan Raghavendra Ramachandra Pedro Couto Pereira João Ribeiro Pinto Mariana Xavier Andres Valenzuela Rodrigo Lara Borut Batagelj Marko Peterlin Peter Peer Ajnas Muhammed Diogo Nunes Nuno Gonçalves 0001 Second Competition on Presentation Attack Detection on ID Card. IJCB 2025 1-10 conf/icb/2025 https://doi.org/10.1109/IJCB65343.2025.11411073 db/conf/icb/ijcb2025.html#TapiaNERBDBITKLGSGMKMMR25 streams/conf/icb

Juan E. Tapia Mario Nieto 0001 Juan M. Espín Alvaro S. Rocamora Javier Barrachina Naser Damer Christoph Busch 0001 Marija Ivanovska Leon Todorov Renat Khizbullin Lazar Lazarevich Aleksei Grishin Daniel Schulz Sebastian Gonzalez Amir Mohammadi Ketan Kotwal Sébastien Marcel Raghavendra Mudgalgundurao Kiran B. Raja Patrick Schuch Sushrut Patwardhan Raghavendra Ramachandra Pedro Couto Pereira João Ribeiro Pinto Mariana Xavier Andres Valenzuela Rodrigo Lara Borut Batagelj Marko Peterlin Peter Peer Ajnas Muhammed Diogo Nunes Nuno Gonçalves 0001 Second Competition on Presentation Attack Detection on ID Card. 2025 July abs/2507.20404 CoRR https://doi.org/10.48550/arXiv.2507.20404 db/journals/corr/corr2507.html#abs-2507-20404 streams/journals/corr

Lambert Igene Afzal Hossain Mohammad Zahir Uddin Chowdhury Humaira Rezaie Ayden Rollins Jesse Dykes Rahul Vijaykumar Alain Komaty Sébastien Marcel Stephanie Schuckers Juan E. Tapia Carlos Aravena Daniel Schulz Banafsheh Adami Nima Karimian Diogo Nunes João Marcos 0002 Nuno Gonçalves 0001 Lovro Sikosek Borut Batagelj Aleksandr Alenin Alhasan Alkhaddour Anton Pimenov Artem Tregubov Igor Avdonin Maxim Kazantsev Mikhail Pozigun Vasiliy Pryadchenko Nima Schei David Pabon Manuela Tiedemann Face Liveness Detection Competition (LivDet-Face) - 2024. 1-9 2024 IJCB https://doi.org/10.1109/IJCB62174.2024.10744462 conf/icb/2024 db/conf/icb/ijcb2024.html#IgeneHCRRDVKMST24 Juan E. Tapia Naser Damer Christoph Busch 0001 Juan M. Espín Javier Barrachina Alvaro S. Rocamora Kristof Ocvirk Leon Alessio Borut Batagelj Sushrut Patwardhan Raghavendra Ramachandra Raghavendra Mudgalgundurao Kiran B. Raja Daniel Schulz Carlos Aravena First Competition on Presentation Attack Detection on ID Card. 1-10 2024 IJCB https://doi.org/10.1109/IJCB62174.2024.10744475 conf/icb/2024 db/conf/icb/ijcb2024.html#TapiaD0EBROABPR24 Matic Pristavnik Vresnjak Ani Perusic Ziga Emersic Peter Peer Borut Batagelj Preliminary Study on Detection of Breasts. 2079-2083 2024 MIPRO https://doi.org/10.1109/MIPRO60963.2024.10569826 conf/mipro/2024 db/conf/mipro/mipro2024.html#VresnjakPEPB24 Luka Dragar Peter Rot Peter Peer Vitomir Struc Borut Batagelj W-TDL: Window-Based Temporal Deepfake Localization. 24-29 2024 MRAC@MM https://doi.org/10.1145/3689092.3689410 conf/mrac/2024 db/conf/mrac/mrac2024.html#DragarRPSB24

Juan E. Tapia Naser Damer Christoph Busch 0001 Juan M. Espín Javier Barrachina Alvaro S. Rocamora Kristof Ocvirk Leon Alessio Borut Batagelj Sushrut Patwardhan Raghavendra Ramachandra Raghavendra Mudgalgundurao Kiran B. Raja Daniel Schulz Carlos Aravena First Competition on Presentation Attack Detection on ID Card. 2024 abs/2409.00372 CoRR https://doi.org/10.48550/arXiv.2409.00372 db/journals/corr/corr2409.html#abs-2409-00372 streams/journals/corr

Bo Peng 0002 Xianyun Sun Caiyong Wang Wei Wang 0025 Jing Dong 0003 Zhenan Sun Rongyu Zhang Heng Cong Lingzhi Fu Hao Wang Yusheng Zhang Hanyuan Zhang Xin Zhang Boyuan Liu Hefei Ling Luka Dragar Borut Batagelj Peter Peer Vitomir Struc Xinghui Zhou Kunlin Liu Weitao Feng Weiming Zhang Haitao Wang Wenxiu Diao DFGC-VRA: DeepFake Game Competition on Visual Realism Assessment. 1-9 2023 IJCB https://doi.org/10.1109/IJCB57857.2023.10448757 conf/icb/2023 db/conf/icb/ijcb2023.html#PengSWWDSZCFWZZZLLDBPSZLFZWD23

Luka Dragar Peter Peer Vitomir Struc Borut Batagelj Beyond Detection: Visual Realism Assessment of Deepfakes. 2023 abs/2306.05985 CoRR https://doi.org/10.48550/arXiv.2306.05985 db/journals/corr/corr2306.html#abs-2306-05985

Marco Huber Fadi Boutros Anh Thi Luu Kiran B. Raja Raghavendra Ramachandra Naser Damer Pedro C. Neto Tiago Gonçalves 0001 Ana Filipa Sequeira Jaime S. Cardoso 0001 João Tremoço Miguel Lourenço Sergio Serra Eduardo Cermeño Marija Ivanovska Borut Batagelj Andrej Kronovsek Peter Peer Vitomir Struc SYN-MAD 2022: Competition on Face Morphing Attack Detection Based on Privacy-aware Synthetic Training Data. 1-10 2022 IJCB https://doi.org/10.1109/IJCB54206.2022.10007950 conf/icb/2022 db/conf/icb/ijcb2022.html#HuberBLRRDNGSCT22

Marija Ivanovska Andrej Kronovsek Peter Peer Vitomir Struc Borut Batagelj Face Morphing Attack Detection Using Privacy-Aware Training Data. 2022 abs/2207.00899 CoRR https://doi.org/10.48550/arXiv.2207.00899 db/journals/corr/corr2207.html#abs-2207-00899

Marco Huber Fadi Boutros Anh Thi Luu Kiran B. Raja Raghavendra Ramachandra Naser Damer Pedro C. Neto Tiago Gonçalves 0001 Ana Filipa Sequeira Jaime S. Cardoso 0001 João Tremoço Miguel Lourenço Sergio Serra Eduardo Cermeño Marija Ivanovska Borut Batagelj Andrej Kronovsek Peter Peer Vitomir Struc SYN-MAD 2022: Competition on Face Morphing Attack Detection Based on Privacy-aware Synthetic Training Data. 2022 abs/2208.07337 CoRR https://doi.org/10.48550/arXiv.2208.07337 db/journals/corr/corr2208.html#abs-2208-07337

V. Kriznar M. Leskovsek Borut Batagelj Use of Computer Vision Based Hand Tracking in Educational Environments. 804-809 2021 MIPRO https://doi.org/10.23919/MIPRO52101.2021.9596976 conf/mipro/2021 db/conf/mipro/mipro2021.html#KriznarLB21

Borut Batagelj Franc Solina Preservation of an interactive computer-based art installation - a case study. 206-230 2017 10 Int. J. Arts Technol. 3 https://doi.org/10.1504/IJART.2017.10007688 db/journals/ijart/ijart10.html#BatageljS17

Erika Pavlin Ziga Elsner Tadej Jagodnik Borut Batagelj Franc Solina From illustrations to an interactive art installation. 130-145 2015 13 J. Inf. Commun. Ethics Soc. 2 https://doi.org/10.1108/JICES-02-2014-0007 https://www.wikidata.org/entity/Q57362822 db/journals/jices/jices13.html#PavlinEJBS15

Robert Ravnik Borut Batagelj Bojan Kverh Franc Solina Dynamic Anamorphosis as a Special, Computer-Generated User Interface. 46-62 2014 26 Interact. Comput. 1 https://doi.org/10.1093/iwc/iwt027 https://www.wikidata.org/entity/Q57362834 db/journals/iwc/iwc26.html#RavnikBKS14

Franc Solina Gregor Majcen Narvika Bovcon Borut Batagelj Preservation of a Computer-Based Art Installation. 643-650 2014 EuroMed https://doi.org/10.1007/978-3-319-13695-0_65 conf/euromed/2014 db/conf/euromed/euromed2014.html#SolinaMBB14 Borut Batagelj Franc Solina Face Recognition in Different Subspaces: A Comparative Study. 71-80 2006 conf/pris/2006 PRIS db/conf/pris/pris2006.html#BatageljS06 Borut Batagelj Franc Solina Peter Peer 15 seconds of fame: an interactive, computer-vision based art installation. 764-765 2004 conf/mm/2004 ACM Multimedia https://doi.org/10.1145/1027527.1027705 db/conf/mm/mm2004.html#BatageljSP04 Franc Solina Peter Peer Borut Batagelj Samo Juvan 15 seconds of fame - an interactive, computer-vision based art installation. 198-204 2002 ICARCV https://doi.org/10.1109/ICARCV.2002.1234820 conf/icarcv/2002 db/conf/icarcv/icarcv2002.html#SolinaPBJ02 Banafsheh Adami Aleksandr Alenin Leon Alessio Alhasan Alkhaddour Carlos Aravena Igor Avdonin Javier Barrachina Fadi Boutros Narvika Bovcon Christoph Busch 0001 Jaime S. Cardoso 0001 Eduardo Cermeño Mohammad Zahir Uddin Chowdhury Heng Cong Naser Damer Wenxiu Diao Jing Dong 0003 Luka Dragar Jesse Dykes Ziga Elsner Ziga Emersic Juan M. Espín Weitao Feng Lingzhi Fu Nuno Gonçalves 0001 Tiago Gonçalves 0001 Sebastián GonzálezSebastian Gonzalez Aleksei Grishin Afzal Hossain Marco Huber Lambert Igene Marija Ivanovska Tadej Jagodnik Samo Juvan Nima Karimian Maxim Kazantsev Renat Khizbullin Alain Komaty Ketan Kotwal V. Kriznar Andrej Kronovsek Bojan Kverh Rodrigo Lara Lazar Lazarevich M. Leskovsek Hefei Ling Boyuan Liu Kunlin Liu Miguel Lourenço Anh Thi Luu Gregor Majcen Sébastien Marcel João Marcos 0002 Amir Mohammadi Raghavendra Mudgalgundurao Ajnas Muhammed Pedro C. Neto Mario Nieto-HidalgoMario Nieto 0001 Diogo Nunes Kristof Ocvirk David Pabon Sushrut Patwardhan Erika Pavlin Peter Peer Bo Peng 0002 Pedro Couto Pereira Ani Perusic Marko Peterlin Anton Pimenov João Ribeiro Pinto Mikhail Pozigun Vasiliy Pryadchenko Ramachandra RaghavendraRaghavendra Ramachandra Kiran Raja Kiran B. Raja Robert Ravnik Humaira Rezaie Alvaro S. Rocamora Ayden Rollins Peter Rot Nima Schei Stephanie Schuckers Daniel Schulz Ana Filipa Sequeira Sergio Serra Patrick Schuch ShellPatrick Schuch Lovro Sikosek Franc Solina Vitomir Struc Xianyun Sun Zhenan Sun Juan E. Tapia Manuela Tiedemann Leon Todorov Artem Tregubov João Tremoço Andres Valenzuela Rahul Vijaykumar Matic Pristavnik Vresnjak Caiyong Wang Haitao Wang Hao Wang Wei Wang 0025 Mariana Xavier Hanyuan Zhang Rongyu Zhang Weiming Zhang Xin Zhang Yusheng Zhang Xinghui Zhou