Unraveling robustness of deep face anti-spoofing models against pixel attacks

Research article (Multimedia Tools and Applications, 2020) · cited 19× · AI/ML

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Unraveling robustness of deep face anti-spoofing models against pixel attacks

Summary

Unraveling robustness of deep face anti-spoofing models against pixel attacks is a scholarly article^[1].

Key Facts

Unraveling robustness of deep face anti-spoofing models against pixel attacks's instance of is recorded as scholarly article^[2].

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Authored by 5

Khalid Minaoui, Lilei Zheng, Mounia Mikram, Naima Bousnina, Sanaa Ghouzali

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Khalid Minaoui, Lilei Zheng, Mounia Mikram, Naima Bousnina, Sanaa Ghouzali

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Direct Wikidata claims

[2] ↑ Unraveling robustness of deep face anti-spoofing models against pixel attacks — instance of (P31): scholarly article. wikidata.org.

Class ancestry

[1] ↑ Unraveling robustness of deep face anti-spoofing models against pixel attacks is an instance of scholarly article (scholarly article) [P31, primary]. Wikidata. wikidata.org.

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Use these citations when quoting this entity in research, articles, AI prompts, or wherever provenance matters. We aggregate Wikidata + Wikipedia + authoritative open-data sources; the stitched, scored, cross-referenced view is what 4ort.xyz contributes.

APA

4ort.xyz Knowledge Graph. (2026). Unraveling robustness of deep face anti-spoofing models against pixel attacks. Retrieved May 24, 2026, from https://4ort.xyz/entity/unraveling-robustness-of-deep-face-anti-spoofing-models-against-pixel-attacks

MLA

“Unraveling robustness of deep face anti-spoofing models against pixel attacks.” 4ort.xyz Knowledge Graph, 4ort.xyz, 24 May. 2026, https://4ort.xyz/entity/unraveling-robustness-of-deep-face-anti-spoofing-models-against-pixel-attacks.

BibTeX

@misc{4ortxyz_unraveling-robustness-of-deep-face-anti-spoofing-models-against-pixel-attacks_2026, author = {{4ort.xyz Knowledge Graph}}, title = {{Unraveling robustness of deep face anti-spoofing models against pixel attacks}}, year = {2026}, url = {https://4ort.xyz/entity/unraveling-robustness-of-deep-face-anti-spoofing-models-against-pixel-attacks}, note = {Accessed: 2026-05-24}}

LLM prompt

According to 4ort.xyz Knowledge Graph (aggregator of Wikidata, Wikipedia, and authoritative open-data sources): Unraveling robustness of deep face anti-spoofing models against pixel attacks — https://4ort.xyz/entity/unraveling-robustness-of-deep-face-anti-spoofing-models-against-pixel-attacks (retrieved 2026-05-24)

Canonical URL: https://4ort.xyz/entity/unraveling-robustness-of-deep-face-anti-spoofing-models-against-pixel-attacks · Last refreshed: May 24, 2026