Child Palm-ID: Contactless Palmprint Recognition for Children
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Abstract (arXiv)
Effective distribution of nutritional and healthcare aid for children, particularly infants and toddlers, in some of the least developed and most impoverished countries of the world, is a major problem due to the lack of reliable identification documents. Biometric authentication technology has been investigated to address child recognition in the absence of reliable ID documents. We present a mobile-based contactless palmprint recognition system, called Child Palm-ID, which meets the requirements of usability, hygiene, cost, and accuracy for child recognition. Using a contactless child palmprint database, Child-PalmDB1, consisting of 19,158 images from 1,020 unique palms (in the age range of 6 mos. to 48 mos.), we report a TAR=94.11% @ FAR=0.1%. The proposed Child Palm-ID system is also able to recognize adults, achieving a TAR=99.4% on the CASIA contactless palmprint database and a TAR=100% on the COEP contactless adult palmprint database, both @ FAR=0.1%. These accuracies are competitive with the SOTA provided by COTS systems. Despite these high accuracies, we show that the TAR for time-separated child-palmprints is only 78.1% @ FAR=0.1%.
Key facts. Cited by 2 papers in the map (data through 7 Oct 2026). Builds on 11 of its 54 references that are in the map. First posted on arXiv 9 May 2023.
Builds on
11 of 54 references.
References · 11
- 2015Deep Residual Learning for Image Recognitioncited by 51,809
- 2020An Image is Worth 16x16 Words: Transformers for Image Recognition at Scalecited by 29,915
- 2018Facial Landmark Detection: a Literature Surveycited by 63
- 2019Learning a Fixed-Length Fingerprint Representationcited by 49
- 2021C2CL: Contact to Contactless Fingerprint Matchingcited by 28
- 2022AFR-Net: Attention-Driven Fingerprint Recognition Networkcited by 23
- 2017Faster Than Real-time Facial Alignment: A 3D Spatial Transformer Network Approach in Unconstrained Posescited by 19
- 2023Latent Fingerprint Recognition: Fusion of Local and Global Embeddingscited by 13
- 2020Infant-ID: Fingerprints for Global Goodcited by 6
- 2018A Deep Learning based Framework to Detect and Recognize Humans using Contactless Palmprints in the Wildcited by 1
- 2022Learning an Ensemble of Deep Fingerprint Representationscited by 1
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Citing papers per year: 2024: 2.
2 papers.