JOURNAL ARTICLE

Offline handwritten gujarati word recognition

Abstract

Gujarati language is an Indo-Aryan language that has a complex structure wherein extracting each character becomes hectic because of the presence of diacritics. Implementation of word recognition technique on the Gujarati database makes the work easy as it does not require extraction of symbols and glyphs from the word image. In this paper, we describe a handwritten Gujarati word recognition technique using Histogram of Oriented Gradients (HoG) features and state of the art classifier like Support Vector Machine (SVM) and k-Nearest Neighbor (kNN). The experiments were performed on a moderate sized database of handwritten Gujarati city names. The work produced has direct application in handwritten postal address processing.

Keywords:
Gujarati Computer science Artificial intelligence Classifier (UML) Natural language processing Speech recognition Word (group theory) Pattern recognition (psychology) Optical character recognition Support vector machine Histogram Character recognition Image (mathematics) Linguistics

Metrics

6
Cited By
0.25
FWCI (Field Weighted Citation Impact)
17
Refs
0.60
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Handwritten Text Recognition Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Vehicle License Plate Recognition
Physical Sciences →  Engineering →  Media Technology
Text and Document Classification Technologies
Physical Sciences →  Computer Science →  Artificial Intelligence

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