On the detection of GAN-based face morphs using established morph detectors

Luca Debiasi; Naser Damer; Alexandra Moseguí Saladié; Christian Rathgeb; Ulrich Scherhag; Christoph Busch; Florian Kirchbuchner; Andreas Uhl

doi:10.1007/978-3-030-30645-8_32

On the detection of GAN-based face morphs using established morph detectors

Luca Debiasi^*, Naser Damer, Alexandra Moseguí Saladié, Christian Rathgeb, Ulrich Scherhag, Christoph Busch, Florian Kirchbuchner, Andreas Uhl

^*Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceeding/Legal commentary › Conference contribution › peer-review

Original language	English
Title of host publication	Image Analysis and Processing – ICIAP 2019 - 20th International Conference, Proceedings
Editors	Elisa Ricci, Nicu Sebe, Samuel Rota Bulò, Cees Snoek, Oswald Lanz, Stefano Messelodi
Publisher	Springer Verlag
Pages	345-356
Number of pages	12
ISBN (Print)	9783030306441
DOIs	https://doi.org/10.1007/978-3-030-30645-8_32
Publication status	Published - 1 Jan 2019
Event	20th International Conference on Image Analysis and Processing, ICIAP 2019 - Trento, Italy Duration: 9 Sept 2019 → 13 Sept 2019

Publication series

Name	Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume	11752 LNCS
ISSN (Print)	0302-9743
ISSN (Electronic)	1611-3349

Conference

Conference	20th International Conference on Image Analysis and Processing, ICIAP 2019
Country/Territory	Italy
City	Trento
Period	9/09/19 → 13/09/19

Keywords

Face morphing
Generative adversial networks
Presentation attack detection

Fields of Science and Technology Classification 2012

102 Computer Sciences

Access to Document

10.1007/978-3-030-30645-8_32

Cite this

Debiasi, L., Damer, N., Saladié, A. M., Rathgeb, C., Scherhag, U., Busch, C., Kirchbuchner, F., & Uhl, A. (2019). On the detection of GAN-based face morphs using established morph detectors. In E. Ricci, N. Sebe, S. Rota Bulò, C. Snoek, O. Lanz, & S. Messelodi (Eds.), Image Analysis and Processing – ICIAP 2019 - 20th International Conference, Proceedings (pp. 345-356). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 11752 LNCS). Springer Verlag. https://doi.org/10.1007/978-3-030-30645-8_32

Debiasi, Luca ; Damer, Naser ; Saladié, Alexandra Moseguí et al. / On the detection of GAN-based face morphs using established morph detectors. Image Analysis and Processing – ICIAP 2019 - 20th International Conference, Proceedings. editor / Elisa Ricci ; Nicu Sebe ; Samuel Rota Bulò ; Cees Snoek ; Oswald Lanz ; Stefano Messelodi. Springer Verlag, 2019. pp. 345-356 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)).

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title = "On the detection of GAN-based face morphs using established morph detectors",

keywords = "Face morphing, Generative adversial networks, Presentation attack detection",

author = "Luca Debiasi and Naser Damer and Saladi{\'e}, {Alexandra Mosegu{\'i}} and Christian Rathgeb and Ulrich Scherhag and Christoph Busch and Florian Kirchbuchner and Andreas Uhl",

year = "2019",

month = jan,

day = "1",

doi = "10.1007/978-3-030-30645-8_32",

language = "English",

isbn = "9783030306441",

series = "Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)",

publisher = "Springer Verlag",

pages = "345--356",

editor = "Elisa Ricci and Nicu Sebe and {Rota Bul{\`o}}, Samuel and Cees Snoek and Oswald Lanz and Stefano Messelodi",

booktitle = "Image Analysis and Processing – ICIAP 2019 - 20th International Conference, Proceedings",

note = "20th International Conference on Image Analysis and Processing, ICIAP 2019 ; Conference date: 09-09-2019 Through 13-09-2019",

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Debiasi, L, Damer, N, Saladié, AM, Rathgeb, C, Scherhag, U, Busch, C, Kirchbuchner, F & Uhl, A 2019, On the detection of GAN-based face morphs using established morph detectors. in E Ricci, N Sebe, S Rota Bulò, C Snoek, O Lanz & S Messelodi (eds), Image Analysis and Processing – ICIAP 2019 - 20th International Conference, Proceedings. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 11752 LNCS, Springer Verlag, pp. 345-356, 20th International Conference on Image Analysis and Processing, ICIAP 2019, Trento, Italy, 9/09/19. https://doi.org/10.1007/978-3-030-30645-8_32

On the detection of GAN-based face morphs using established morph detectors. / Debiasi, Luca; Damer, Naser; Saladié, Alexandra Moseguí et al.
Image Analysis and Processing – ICIAP 2019 - 20th International Conference, Proceedings. ed. / Elisa Ricci; Nicu Sebe; Samuel Rota Bulò; Cees Snoek; Oswald Lanz; Stefano Messelodi. Springer Verlag, 2019. p. 345-356 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 11752 LNCS).

Research output: Chapter in Book/Report/Conference proceeding/Legal commentary › Conference contribution › peer-review

TY - GEN

T1 - On the detection of GAN-based face morphs using established morph detectors

AU - Debiasi, Luca

AU - Damer, Naser

AU - Saladié, Alexandra Moseguí

AU - Rathgeb, Christian

AU - Scherhag, Ulrich

AU - Busch, Christoph

AU - Kirchbuchner, Florian

AU - Uhl, Andreas

PY - 2019/1/1

Y1 - 2019/1/1

KW - Face morphing

KW - Generative adversial networks

KW - Presentation attack detection

UR - http://www.scopus.com/inward/record.url?scp=85072887978&partnerID=8YFLogxK

UR - http://www.mendeley.com/research/detection-ganbased-face-morphs-using-established-morph-detectors

U2 - 10.1007/978-3-030-30645-8_32

DO - 10.1007/978-3-030-30645-8_32

M3 - Conference contribution

AN - SCOPUS:85072887978

SN - 9783030306441

T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

SP - 345

EP - 356

BT - Image Analysis and Processing – ICIAP 2019 - 20th International Conference, Proceedings

A2 - Ricci, Elisa

A2 - Sebe, Nicu

A2 - Rota Bulò, Samuel

A2 - Snoek, Cees

A2 - Lanz, Oswald

A2 - Messelodi, Stefano

PB - Springer Verlag

T2 - 20th International Conference on Image Analysis and Processing, ICIAP 2019

Y2 - 9 September 2019 through 13 September 2019

ER -

Debiasi L, Damer N, Saladié AM, Rathgeb C, Scherhag U, Busch C et al. On the detection of GAN-based face morphs using established morph detectors. In Ricci E, Sebe N, Rota Bulò S, Snoek C, Lanz O, Messelodi S, editors, Image Analysis and Processing – ICIAP 2019 - 20th International Conference, Proceedings. Springer Verlag. 2019. p. 345-356. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)). doi: 10.1007/978-3-030-30645-8_32

On the detection of GAN-based face morphs using established morph detectors

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Keywords

Fields of Science and Technology Classification 2012

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