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

AN EFFICIENT TASK SCHEDULING IN CLOUD COMPUTING BASED ON ACO ALGORITHM

Zahra Shafahi - Dr Alireza Yari

Embedding-Consistent Contrastive Learning: A Robust Approach for Imbalanced Classification

Sobhan Siamak - Eghbal Mansoori

Aspect-Based Sentiment Analysis of After-Sales Service Quality: A Case Study of Snowa and Competitors Using Digikala Reviews

Safiyeh Samadanian - Marjan Kaedi

رویکرد نوین مبتنی بر خوشه‌بندی محلی شدت روشنایی برای جداسازی بافت‌های مغزی

آسیه خسروانیان - سعید آیت

خوشه بندی مقید داده ها به کمک اتوماتای یادگیر سلولی

شکوفه علی محمدی - احمدعلی آبین

A Novel Service Deployment Policy in Fog Computing Considering The Degree of Availability and Fog Landscape Utilization Using Multiobjective Evolutionary Algorithms

Maryam Eslami - Dr Mehdi Sakhaei-nia

نقش داده‌های آنلاین یونیفرمیتی و تحلیل آماری پیشرفته با ترکیب پایتون و پاوربی‌آی در بهبود کیفیت و فرآیند تولید تایر

دانیال قادری

A Blockchain-Based Smart Contract Framework for Peer-to-Peer Energy Trading in Smart Grids

Hossein Shahinzadeh - Farshad Ebrahimi - S. Mohammadali Zanjani - Amirafshin Zamani - Saiedeh Mehrabani-Najafabadi - Gevork B. Gharehpetian

Aligning the Brick and Mortar cosmetic with digital transformation as the right way to overhaul the In-store Experience

Mehrgan Malekpour - Dr Federica Caboni

A Hybrid Method to Reduce the Voltage Consumption in the Spiking Neural Networks

Shaghayegh Mehdizadeh saraj - Seyyed Amir Asghari - Mohammadreza Binesh Marvasti

more

Samin Hamayesh - Version 43.8.0