Psychophysical Evaluation of Human Performance in Detecting Digital Face Image Manipulations. (arXiv:2201.12084v1 [cs.CV])

In recent years, increasing deployment of face recognition technology in
security-critical settings, such as border control or law enforcement, has led
to considerable interest in the vulnerability of face recognition systems to
attacks utilising legitimate documents, which are issued on the basis of
digitally manipulated face images. As automated manipulation and attack
detection remains a challenging task, conventional processes with human
inspectors performing identity verification remain indispensable. These
circumstances merit a closer investigation of human capabilities in detecting
manipulated face …

arxiv cv digital evaluation human human performance performance