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EyePreserve: Identity-Preserving Iris Synthesis
March 13, 2024, 4:44 a.m. | Siamul Karim Khan, Patrick Tinsley, Mahsa Mitcheff, Patrick Flynn, Kevin W. Bowyer, Adam Czajka
cs.LG updates on arXiv.org arxiv.org
Abstract: Synthesis of same-identity biometric iris images, both for existing and non-existing identities while preserving the identity across a wide range of pupil sizes, is complex due to intricate iris muscle constriction mechanism, requiring a precise model of iris non-linear texture deformations to be embedded into the synthesis pipeline. This paper presents the first method of fully data-driven, identity-preserving, pupil size-varying s ynthesis of iris images. This approach is capable of synthesizing images of irises with …
abstract arxiv biometric cs.cv cs.lg embedded identity images linear non-linear paper pipeline synthesis texture type
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