Iris recognition development techniques: a comprehensive review

JR Malgheet, NB Manshor, LS Affendey - Complexity, 2021 - Wiley Online Library
Recently, iris recognition techniques have achieved great performance in identification.
Among authentication techniques, iris recognition systems have received attention very …

Deep learning for iris recognition: a review

Y Yin, S He, R Zhang, H Chang, X Han… - arXiv preprint arXiv …, 2023 - arxiv.org
Iris recognition is a secure biometric technology known for its stability and privacy. With no
two irises being identical and little change throughout a person's lifetime, iris recognition is …

A robust iris segmentation scheme based on improved U-net

W Zhang, X Lu, Y Gu, Y Liu, X Meng, J Li - IEEE access, 2019 - ieeexplore.ieee.org
Iris segmentation plays an important role in the iris recognition system, and the accurate
segmentation of iris can lay a good foundation for the follow-up work of iris recognition and …

Iris segmentation method based on improved UNet++

G Huo, D Lin, M Yuan - Multimedia Tools and Applications, 2022 - Springer
With the increasing demand for identity authentication, iris recognition systems are gradually
applied in various scenarios. Iris segmentation is the basis of the iris recognition system. Iris …

Iris deidentification with high visual realism for privacy protection on websites and social networks

M Barni, RD Labati, A Genovese, V Piuri… - IEEE Access, 2021 - ieeexplore.ieee.org
The very high recognition accuracy of iris-based biometric systems and the increasing
distribution of high-resolution personal images on websites and social media are creating …

Iris recognition with image segmentation employing retrained off-the-shelf deep neural networks

D Kerrigan, M Trokielewicz, A Czajka… - … on Biometrics (ICB), 2019 - ieeexplore.ieee.org
This paper offers three new, open-source, deep learning-based iris segmentation methods,
and the methodology how to use irregular segmentation masks in a conventional Gabor …

A smart application to detect pupil for small dataset with low illumination

A Swathi, Aarti, S Kumar - Innovations in Systems and Software …, 2021 - Springer
Biometric applications are very sensitive to the process because of its complexity in
presenting unstructured input to the processing. The existing applications of image …

Boosting iris recognition by margin-based loss functions

R Alinia Lat, S Danishvar, H Heravi, M Danishvar - Algorithms, 2022 - mdpi.com
In recent years, the topic of contactless biometric identification has gained considerable
traction due to the COVID-19 pandemic. One of the most well-known identification …

Ms-net: Multi-segmentation network for the iris region using deep learning in an unconstrained environment

JR Malgheet, NB Manshor, LS Affendey… - IEEE Access, 2023 - ieeexplore.ieee.org
Iris segmentation is a significant phase in the iris recognition process because segmentation
errors cascade into all subsequent phases. Therefore, it is important that errors in iris …

Thirdeye: Triplet based iris recognition without normalization

S Ahmad, B Fuller - 2019 IEEE 10th International Conference …, 2019 - ieeexplore.ieee.org
Most iris recognition pipelines involve three stages: segmenting into iris/non-iris pixels,
normalization the iris region to a fixed area, and extracting relevant features for comparison …