An accurate handwritten digits recognition system based on DWT and FCT

Other Title(s)

نظام دقيق لتميز الأرقام المكتوبة بخط اليد مبنيه على أساس DWT و FCT

Joint Authors

Kazim, Mustafa Salam
Mhawi, Dua IntIshah
Zaki, Rana Muhammad H.

Source

Iraqi Journal of Science

Issue

Vol. 58, Issue 4B (31 Dec. 2017), pp.2200-2210, 11 p.

Publisher

University of Baghdad College of Science

Publication Date

2017-12-31

Country of Publication

Iraq

No. of Pages

11

Main Subjects

Information Technology and Computer Science

Abstract EN

In this paper an accurate Indian handwritten digits recognition system is proposed.

The system used three proposed method for extracting the most effecting features to represent the characteristic of each digit.

Discrete Wavelet Transform (DWT) at level one and Fast Cosine Transform (FCT) is used for features extraction from the thinned image.

Besides that, the system used a standard database which is ADBase database for evaluation.

The extracted features were classified with K-Nearest Neighbor (KNN) classifier based on cityblock distance function and the experimental results show that the proposed system achieved 98.2% recognition rate.

American Psychological Association (APA)

Kazim, Mustafa Salam& Zaki, Rana Muhammad H.& Mhawi, Dua IntIshah. 2017. An accurate handwritten digits recognition system based on DWT and FCT. Iraqi Journal of Science،Vol. 58, no. 4B, pp.2200-2210.
https://search.emarefa.net/detail/BIM-796569

Modern Language Association (MLA)

Kazim, Mustafa Salam…[et al.]. An accurate handwritten digits recognition system based on DWT and FCT. Iraqi Journal of Science Vol. 58, no. 4B (2017), pp.2200-2210.
https://search.emarefa.net/detail/BIM-796569

American Medical Association (AMA)

Kazim, Mustafa Salam& Zaki, Rana Muhammad H.& Mhawi, Dua IntIshah. An accurate handwritten digits recognition system based on DWT and FCT. Iraqi Journal of Science. 2017. Vol. 58, no. 4B, pp.2200-2210.
https://search.emarefa.net/detail/BIM-796569

Data Type

Journal Articles

Language

English

Notes

Includes bibliographical references : p. 2210

Record ID

BIM-796569