Self-supervised facial representation learning with facial region awareness

Z Gao, I Patras - Proceedings of the IEEE/CVF Conference …, 2024 - openaccess.thecvf.com
Self-supervised pre-training has been proved to be effective in learning transferable
representations that benefit various visual tasks. This paper asks this question: can self …

FSFM: A Generalizable Face Security Foundation Model via Self-Supervised Facial Representation Learning

G Wang, F Lin, T Wu, Z Liu, Z Ba, K Ren - arxiv preprint arxiv:2412.12032, 2024 - arxiv.org
This work asks: with abundant, unlabeled real faces, how to learn a robust and transferable
facial representation that boosts various face security tasks with respect to generalization …

Novel AI Camera Camouflage: Face Cloaking Without Full Disguise

D Noever, F McKee - arxiv preprint arxiv:2412.13507, 2024 - arxiv.org
This study demonstrates a novel approach to facial camouflage that combines targeted
cosmetic perturbations and alpha transparency layer manipulation to evade modern facial …

Self-Supervised Learning with Siamese Structure

Z Gao - 2024 - qmro.qmul.ac.uk
Recent progress in self-supervised representation learning has shown that self-supervised
pre-training can leverage unlabeled data to learn generalizable representations that benefit …