International Conference on Computer and Knowledge Engineering

Please wait ...

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

Energy-Aware Dynamic Digital Twin Placement in Mobile Edge Computing

Mahdi Hematyar - Zeinab Movahedi

Data-Optimized Dry Rock Property Prediction Using Ensemble and Kernel-Based ML Methods

Esmael Makarian - Hassanreza Ghasemitabar - Alireza Behinrad - Mahdi Fathi - Andisheh Alimoradi - Ayub Elyasi

An Attention-Based Model for Clinical Time Series Prediction: Enhancing ICU Readmission Prediction

Hananeh Sadat Madinei - Mohammad Reza Keyvanpour - Seyed Vahab Shojaedini

Predicting cascading failure with machine learning methods in the interdependent networks

Mohamad Hossein Maghsoodi - Mohamad Khansari

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

Speech Emotion Recognition Using a Hierarchical Adaptive Weighted Multi-Layer Sparse Auto-Encoder Extreme Learning Machine with New Weighting and Spectral/SpectroTemporal Gabor Filter Bank Features

Fatemeh Daneshfar - Seyed Jahanshah Kabudian

Hate Sentiment Recognition System For Persian Language

Pegah Shams jey - Arash Hemmati - Ramin Toosi - Mohammad ali Akhaee

Sports News Summarization Using Ensebmle Learning

Moein Sartakhti.salimi@gmail.com - Mohammad Javad Maleki Kahaki - Ahmad Yoosofan - Seyyed Vahid Moravvej

Deep Learning-Based Malaysian Sign Language (MSL) Recognition: Exploring the Impact of Color Spaces

Ervin Gubin Moung - Precilla Fiona Suwek - Maisarah Mohd Sufian - Valentino Liaw - Ali Farzamnia - Wei Leong Khong

BERT transformers Multitask learning Sarcasm and Sentiment classification (BMSS)

Fatemeh Molavi - Jamshid Bagherzadeh Mohasefi

more

Samin Hamayesh - Version 44.12.3