Multimodal Biometric System Using Finger Knuckle and Nail: A Neural Network Approach
By A Mystery Man Writer
Description
The proposed approach to combine Finger-knuckle and finger-nail features using feature level fusion and feed forward back-propagation Neural Network for classification reaches up to 97% with respective training of 90% of total dataset. Dorsum of the hand can be very useful in Personal identification but yet it has not that much extensive attention. Single scan of dorsum hand can give two biometric traits finger-knuckle and finger nail. This paper presents an approach to combine Finger-knuckle and finger-nail features. Finger nail biometric is considered as quite unique biometric trait hence we combine this trait with finger knuckle. We also developed an algorithm to extract ROI from Finger-knuckle and finger-nail. Finger- knuckle features are extracted using Mel Frequency Cepstral Coefficient (MFCC) technique and the features of finger-nail are extracted from second level wavelet decomposition. We combined these features using feature level fusion and feed forward back-propagation Neural Network for classification. The performance of the system has been tested on our own KVKR- knuckle database that includes 100 subject's dorsal hands. Evaluation results shows that increase in training set gives increased performance rate. The best performance of the proposed system reaches up to 97% with respective training of 90% of total dataset.
![Multimodal Biometric System Using Finger Knuckle and Nail: A Neural Network Approach](https://biometrics.mainguet.org/types/nail/nail_aims_scanner.jpg)
Biometrics: nail
![Multimodal Biometric System Using Finger Knuckle and Nail: A Neural Network Approach](https://www.researchgate.net/publication/225928777/figure/fig1/AS:302332811202560@1449093167859/A-H-ybrid-and-based-on-W-avelet-R-econstructions-Network-HWRN-adapted-from-12.png)
A H ybrid and based-on- W avelet- R econstructions Network HWRN
![Multimodal Biometric System Using Finger Knuckle and Nail: A Neural Network Approach](https://www.mdpi.com/sensors/sensors-18-02296/article_deploy/html/images/sensors-18-02296-g001-550.jpg)
Sensors, Free Full-Text
![Multimodal Biometric System Using Finger Knuckle and Nail: A Neural Network Approach](https://media.springernature.com/lw685/springer-static/image/art%3A10.1186%2Fs13640-021-00548-4/MediaObjects/13640_2021_548_Fig4_HTML.png)
An overview of touchless 2D fingerprint recognition, EURASIP Journal on Image and Video Processing
![Multimodal Biometric System Using Finger Knuckle and Nail: A Neural Network Approach](https://ai2-s2-public.s3.amazonaws.com/figures/2017-08-08/0123c8e2c74db3f0fca3ff0873b23d42df8c361f/5-Figure8-1.png)
Biometric identification system using fingerprint and knuckle as
![Multimodal Biometric System Using Finger Knuckle and Nail: A Neural Network Approach](https://d3i71xaburhd42.cloudfront.net/f15bb351822c5b053b9dcf06a5af15066ef8d0f7/7-Figure5-1.png)
Figure 5 from DETECTION OF NAIL PECULIARITIES USING NAIL IMAGE
![Multimodal Biometric System Using Finger Knuckle and Nail: A Neural Network Approach](https://media.springernature.com/m685/springer-static/image/art%3A10.1038%2Fs41598-023-34540-x/MediaObjects/41598_2023_34540_Fig1_HTML.png)
A Deep Q-Network based hand gesture recognition system for control of robotic platforms
![Multimodal Biometric System Using Finger Knuckle and Nail: A Neural Network Approach](https://0.academia-photos.com/attachment_thumbnails/91012308/mini_magick20220913-1-vj40yc.png?1663095220)
PDF) Personal verification based on multi-spectral finger texture
![Multimodal Biometric System Using Finger Knuckle and Nail: A Neural Network Approach](https://www.tutorialspoint.com/biometrics/images/identification_and_verification.jpg)
Biometrics - Quick Guide
![Multimodal Biometric System Using Finger Knuckle and Nail: A Neural Network Approach](https://www.frontiersin.org/files/Articles/1020546/fnins-16-1020546-HTML-r1/image_m/fnins-16-1020546-g007.jpg)
Frontiers Wearable super-resolution muscle–machine interfacing
![Multimodal Biometric System Using Finger Knuckle and Nail: A Neural Network Approach](https://d3i71xaburhd42.cloudfront.net/af18b0d32fc3f1326ae13e00ee4458d9978090d3/4-Table2-1.png)
Finger nail plate shape and size for personal identification--a
![Multimodal Biometric System Using Finger Knuckle and Nail: A Neural Network Approach](https://ijritcc.org/public/journals/1/submission_6380_6326_coverImage_en_US.png)
Developing a New Algorithm to Detect Right Thumb Fingernail in Healthy Human International Journal on Recent and Innovation Trends in Computing and Communication
![Multimodal Biometric System Using Finger Knuckle and Nail: A Neural Network Approach](https://i1.rgstatic.net/ii/profile.image/272211856588813-1441911772605_Q512/Majharoddin-Kazi.jpg)
Majharoddin KAZI, Professor (Assistant)
![Multimodal Biometric System Using Finger Knuckle and Nail: A Neural Network Approach](https://d3i71xaburhd42.cloudfront.net/af18b0d32fc3f1326ae13e00ee4458d9978090d3/6-Table5-1.png)
Finger nail plate shape and size for personal identification--a
![Multimodal Biometric System Using Finger Knuckle and Nail: A Neural Network Approach](https://www.researchgate.net/publication/370421764/figure/fig1/AS:11431281154628181@1682944262408/Block-Diagram-of-the-Steps-involved-in-Segmentation-of-the-MRI-Image-into-Cerebrospinal_Q320.jpg)
Prapti DESHMUKH, Computer science and IT
from
per adult (price varies by group size)