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PF-cpGAN: Profile to Frontal Coupled GAN for Face Recognition in the Wild [article]

Fariborz Taherkhani, Veeru Talreja, Jeremy Dawson, Matthew C. Valenti, Nasser M. Nasrabadi
2020 arXiv   pre-print
Specifically, the cpGAN framework consists of two GAN-based sub-networks, one dedicated to the frontal domain and the other dedicated to the profile domain.  ...  We leverage a coupled generative adversarial network (cpGAN) structure to find the hidden relationship between the profile and frontal images in a latent common embedding subspace.  ...  of face recognition to better understand the effectiveness of the PF-cpGAN for profile to frontal face recognition.  ... 
arXiv:2005.02166v1 fatcat:n5g62pifyjeafonwkzq4pgipbq

Profile to Frontal Face Recognition in the Wild Using Coupled Conditional GAN [article]

Fariborz Taherkhani, Veeru Talreja, Jeremy Dawson, Matthew C. Valenti, Nasser M. Nasrabadi
2021 arXiv   pre-print
Finally, we have also evaluated our cpGAN for reconstruction of frontal faces from input profile faces contained in the VGGFace2 dataset.  ...  The major reason for poor performance in handling of profile faces is that it is inherently difficult to learn pose-invariant deep representations that are useful for profile face recognition.  ...  of face recognition to better understand the effectiveness of the PF-cpGAN for profile to frontal face recognition.  ... 
arXiv:2107.13742v1 fatcat:jmjnrsla3vesvoc7z44smprtgi