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صفحه اصلی
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شانزدهمین کنفرانس بین المللی فناوری اطلاعات و دانش
A Real-Time and Robust Approach for Banknote Recognition
نویسندگان :
Hani Abdi
1
Mohammad Javad Parseh
2
1- دانشگاه دولتی جهرم
2- دانشگاه دولتی جهرم
کلمات کلیدی :
Image Processing،ORB،SIFT،AKAZE،BRISK،Iranian Banknote
چکیده :
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.
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بیشتر
ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 43.8.0
