International Conference on Computer and Knowledge Engineering

Home / 12th International Conference on Computer and Knowledge Engineering

Automated Person Identification from Hand Images\\using Hierarchical Vision Transformer Network

Authors :

Zahra Ebrahimian¹ Seyed Ali Mirsharji² Ramin Toosi³ Mohammad Ali Akhaee⁴

1- University of Tehran 2- University of Tehran 3- University of Tehran 4- University of Tehran

Keywords :

Person Identification،Hierarchical Vision Transformer،Hand Images،Biometric authentication

Abstract :

Nowadays, person identification is widely used for security purposes. Identity verification is done using a variety of techniques. Biometric authentication is the most well-known and popular secure kind of authentication in most devices. In this research, dorsal and palmar hand images, which are regarded as two important biometric characteristics, are both used for biometric authentication. In order to take into account both global and local variables for determining human identity, We propose a two-stream hierarchical vision transformer with two independent inputs of the whole hand image and knuckle sub-images drawn from the 11k-Hand dataset. As a result of this approach, we achieved an accuracy of 99.4\% and an error rate of 2.47% to identify people.

List of archived papers

Age Estimation Based on Facial Images Using Hybrid Features and Particle Swarm Optimization

NILOUFAR MEHRABI - SAYED PEDRAM HAERI BOROUJENI

An Improved and Accurate Measure for Mining Correlated High-utility Itemsets

Amir Masoud Heidari Orojloo - Morteza Keshtkaran

AgeNet-AT: An End-to-End Model for Robust Joint Speaker Age Estimation and Gender Recognition Based on Attention Mechanism and Titanet

Mahsa Zamani Tarashandeh - Amirhossein Torkanloo - Mohammad Hossein Moattar

I-ACS: An Improved Ant Colony System to Solve the Time-Dependent Orienteering Problem

Zahra Bakhshandeh - Morteza Keshtkaran

Damage Detection After the Earthquake Using Sentinel-1 and 2 Images and Machine Learning Algorithms (Case Study: Sarpol-e Zahab Earthquake)

Niloofar Alizadeh - Behnam Asghari Beirami - Mehdi Mokhtarzade

Parallel Local Feature Selection For High-dimensional Data

Zhaleh Manbari - Chiman Salavati - Fardin AkhlaghianTab - Barzan Saeedpoor - Himan Delbina - Mahmud Abdulla Mohammad

FaaScaler: An Automatic Vertical and Horizontal Scaler for Serverless Computing Environments

Zahra Rezaei - Saeid Abrishami - Seid Nima Moeintaghavi

R2-BAC: A Novel Blockchain and IoT-Based Access Control Model for Supply Chain Management

Sadegh Sohani - Farnaz Kamranfar - Haleh Amintoosi - Mohammad Allahbakhsh

Real-Time Forecasting Using Mixed Frequency Time-Series Data

Armin Khayati - Mohammad Taheri - Koorush Ziarati

TriMAE: Fashion visual search with Triplet Masked Auto Encoder Vision Transformer

Lachin Zamani - Reza Azmi

more

Samin Hamayesh - Version 41.3.1