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https://doi.org/10.36227/techr...
Article . 2026 . Peer-reviewed
License: CC BY
Data sources: Crossref
ZENODO
Preprint . 2025
License: CC BY
Data sources: Datacite
ZENODO
Preprint . 2025
License: CC BY
Data sources: Datacite
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BioVerify: Invariant Deepfake Detection via Remote Photoplethysmography for Passive Liveness and Media Authenticity

Authors: Kolay, Onur;

BioVerify: Invariant Deepfake Detection via Remote Photoplethysmography for Passive Liveness and Media Authenticity

Abstract

BioVerify is a deepfake detection approach that verifies facial video using remote photoplethysmography rather than visual artifacts. The method estimates blood volume pulse signals from facial skin regions, applies motion aware stabilization and a signal quality gate, then scores authenticity using physiological consistency constraints including periodicity, harmonic structure, inter window stability, and cross region coherence. This design aims to remain reliable under generator shift by testing for capture time biological dynamics that are difficult to synthesize consistently. The paper includes a formal signal model, an inference algorithm, an evaluation protocol, and measured results across manipulation families, ablations, and stress conditions relevant to identity verification and media authenticity workflows.

Keywords

physiological biometrics, deepfake detection, synthetic media, biometric signal processing, remote photoplethysmography, passive liveness, KYC, rPPG, face manipulation, adversarial robustness, video authentication, media forensics

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average