mlsanityData to 7 Oct 2026

Morphing Attack Potential

arXiv 2204.13374 ↗First posted 28 Apr 2022cs.CVcited by 15

Not on the map. Why?

Abstract (arXiv)

In security systems the risk assessment in the sense of common criteria testing is a very relevant topic; this requires quantifying the attack potential in terms of the expertise of the attacker, his knowledge about the target and access to equipment. Contrary to those attacks, the recently revealed morphing attacks against Face Recognition Systems (FRSs) can not be assessed by any of the above criteria. But not all morphing techniques pose the same risk for an operational face recognition system. This paper introduces with the Morphing Attack Potential (MAP) a consistent methodology, that can quantify the risk, which a certain morphing attack creates.

Key facts. Cited by 15 papers in the map (data through 7 Oct 2026). Builds on 2 of its 10 references that are in the map. First posted on arXiv 28 Apr 2022.

Builds on

2 of 10 references.

References · 2

  1. 2020Morphing Attack Detection -- Database, Evaluation Platform and Benchmarkingcited by 38
  2. 2020On the Influence of Ageing on Face Morph Attacks: Vulnerability and Detectioncited by 10

Built on by

Cited by year (2026 to 7 Oct)

Citing papers per year: 2022: 1; 2023: 3; 2024: 7; 2025: 2; 2026: 2.

15 papers.

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  1. 2024Greedy-DiM: Greedy Algorithms for Unreasonably Effective Face Morphscited by 10
  2. 2024LADIMO: Face Morph Generation through Biometric Template Inversion with Latent Diffusioncited by 9
  3. 2022Deep Composite Face Image Attacks: Generation, Vulnerability and Detectioncited by 6
  4. 2023Fast-DiM: Towards Fast Diffusion Morphscited by 6
  5. 2024SynMorph: Generating Synthetic Face Morphing Dataset with Mated Samplescited by 3
  6. 2023Voice Morphing: Two Identities in One Voicecited by 2
  7. 2023Worst-Case Morphs using Wasserstein ALI and Improved MIPGANcited by 2
  8. 2024TetraLoss: Improving the Robustness of Face Recognition against Morphing Attackscited by 2
  9. 2024The Impact of Print-Scanning in Heterogeneous Morph Evaluation Scenarioscited by 2
  10. 2025StableMorph: High-Quality Face Morph Generation with Stable Diffusioncited by 2
  11. 2024V-MAD: Video-based Morphing Attack Detection in Operational Scenarioscited by 1
  12. 2025DOOMGAN:High-Fidelity Dynamic Identity Obfuscation Ocular Generative Morphingcited by 1
3 more
  1. 2024MLSD-GAN -- Generating Strong High Quality Face Morphing Attacks using Latent Semantic Disentanglementcited by 0
  2. 2026VoxMorph: Scalable Zero-shot Voice Identity Morphing via Disentangled Embeddingscited by 0
  3. 2026Arc2Morph: Identity-Preserving Facial Morphing with Arc2Facecited by 0