Image Classification for Arabic: Assessing the Accuracy of Direct English to Arabic Translations

07/13/2018
by   Abdulkareem Alsudais, et al.
0

Image classification is an ongoing research challenge. Most of the available research focuses on image classification for the English language, however there is very little research on image classification for the Arabic language. Expanding image classification to Arabic has several applications. The present study investigated a method for generating Arabic labels for images of objects. The method used in this study involved a direct English to Arabic translation of the labels that are currently available on ImageNet, a database commonly used in image classification research. The purpose of this study was to test the accuracy of this method. In this study, 2,887 labeled images were randomly selected from ImageNet. All of the labels were translated from English to Arabic using Google Translate. The accuracy of the translations was evaluated. Results indicated that that 65.6 study makes three important contributions to the image classification literature: (1) it determined the baseline level of accuracy for algorithms that provide Arabic labels for images, (2) it provided 1,895 images that are tagged with accurate Arabic labels, and (3) provided the accuracy of translations of image labels from English to Arabic.

READ FULL TEXT

page 2

page 5

page 6

research
02/06/2019

Extending a model for ontology-based Arabic-English machine translation

The acceleration in telecommunication needs leads to many groups of rese...
research
10/14/2022

The User-Aware Arabic Gender Rewriter

We introduce the User-Aware Arabic Gender Rewriter, a user-centric web-b...
research
07/11/2020

I3rab: A New Arabic Dependency Treebank Based on Arabic Grammatical Theory

Treebanks are valuable linguistic resources that include the syntactic s...
research
02/12/2015

A new hybrid metric for verifying parallel corpora of Arabic-English

This paper discusses a new metric that has been applied to verify the qu...
research
05/12/2015

A Survey of Arabic Dialogues Understanding for Spontaneous Dialogues and Instant Message

Building dialogues systems interaction has recently gained considerable ...
research
05/07/2019

Learning meters of Arabic and English poems with Recurrent Neural Networks: a step forward for language understanding and synthesis

Recognizing a piece of writing as a poem or prose is usually easy for th...
research
07/30/2019

EdgeNet: A novel approach for Arabic numeral classification

Despite the importance of handwritten numeral classification, a robust a...

Please sign up or login with your details

Forgot password? Click here to reset