International Conference on Information and Knowledge Technology

فارسی

Home / شانزدهمین کنفرانس بین المللی فناوری اطلاعات و دانش

A Real-Time and Robust Approach for Banknote Recognition

Authors :

Hani Abdi¹ Mohammad Javad Parseh²

1- دانشگاه دولتی جهرم 2- دانشگاه دولتی جهرم

Keywords :

Image Processing،ORB،SIFT،AKAZE،BRISK،Iranian Banknote

Abstract :

Automatic banknote recognition plays a critical role in real-world financial systems, especially for applications requiring real-time performance, such as assistive technologies for the visually impaired. This paper proposes a robust and lightweight pipeline that enhances keypoint-based feature extraction algorithms (ORB, SIFT, AKAZE, BRISK) through a tailored sequence of preprocessing techniques. The proposed approach is evaluated on a comprehensive dataset of 1117 images of Iranian banknotes across 29 classes, including worn and shadow-affected samples. Experimental results show a notable improvement in classification accuracy, G-mean, and runtime efficiency after preprocessing. The method achieves strong performance even on resource-limited systems, making it practical for embedded and real-time applications.

List of archived papers

Heart Sound Classification based on Group-based Sparse Features of PCG Signal

Zahra Hossein-Nejad - Mehdi Nasri

یک روش انتخاب ویژگی‌ نیمه‌نظارتی جدید بر اساس منظم‌سازی هسین

دکتر راضیه شیخ پور راضیه شیخ پور -

AN EFFICIENT TASK SCHEDULING IN CLOUD COMPUTING BASED ON ACO ALGORITHM

Zahra Shafahi - Dr Alireza Yari

Load Balancing in Software-Defined Networks Using Multi-Level Thresholds and Hybrid Switch Migration Strategies

Alireza Karimi - Mohammad yousef Darmani

ML-based Optical Fibre Fault Detection in Smart Surveillance and Traffic Systems

Rushil Patel - Sana Narmawala - Nikunjkumar Mahida - Rajesh Gupta - Sudeep Tanwar - Hossein Shahinzadeh

Knowledge gap extraction based on the learner click behavior in interaction with videos using the association rule algorithm

Yosra Bahrani - Omid Fatemi

Enhancing Supervised Learning in Speech Emotion Recognition through Unsupervised Representations

Niloufar Faridani - Amirali Soltani Tehrani - Ramin Toosi

Non-Linear Control of Cancer Model, Considering the Drug Resistance Using Feedback Based Chemotherapy Approach

Danial Kiaei - Hami Tourajizadeh

Short-Term Traffic Flow Prediction Based on a Recurrent Deep Neural Networks: Study in Tehran

Dr Monireh عبدوس - Taha Vajed Samei

سیستم تشخیص نفوذ مبتنی برشبکه عصبی کانولوشن برای تشخیص حمله انکارسرویس در اینترنت‎ وسایل نقلیه

زهرا جانفدا - سید امین حسینی سنو

more

Samin Hamayesh - Version 44.5.0