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Article Details

Copyright Statement: This is an open access article licensed under a Creative Commons Attribution 4.0 International License, which permits unrestricted use, distribution, and reproduction in any medium, even commercially as long as the original work is properly cited.

A Hybridized Deep Learning Method for Bengali Image Captioning

Author 1: Mayeesha Humaira
Author 2: Shimul Paul
Author 3: Md Abidur Rahman Khan Jim
Author 4: Amit Saha Ami
Author 5: Faisal Muhammad Shah

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Digital Object Identifier (DOI) : 10.14569/IJACSA.2021.0120287

Article Published in International Journal of Advanced Computer Science and Applications(IJACSA), Volume 12 Issue 2, 2021.

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Abstract: An omnipresent challenging research topic in com-puter vision is the generation of captions from an input image. Previously, numerous experiments have been conducted on image captioning in English but the generation of the caption from the image in Bengali is still sparse and in need of more refining. Only a few papers till now have worked on image captioning in Bengali. Hence, we proffer a standard strategy for Bengali image caption generation on two different sizes of the Flickr8k dataset and BanglaLekha dataset which is the only publicly available Bengali dataset for image captioning. Afterward, the Bengali captions of our model were compared with Bengali captions generated by other researchers using different architectures. Additionally, we employed a hybrid approach based on InceptionResnetV2 or Xception as Convolution Neural Network and Bidirectional Long Short-Term Memory or Bidirectional Gated Recurrent Unit on two Bengali datasets. Furthermore, a different combination of word embedding was also adapted. Lastly, the performance was evaluated using Bilingual Evaluation Understudy and proved that the proposed model indeed performed better for the Bengali dataset consisting of 4000 images and the BanglaLekha dataset.

Keywords: Bengali image captioning; hybrid architecture; In-ceptionResNet; Xception

Mayeesha Humaira, Shimul Paul, Md Abidur Rahman Khan Jim, Amit Saha Ami and Faisal Muhammad Shah, “A Hybridized Deep Learning Method for Bengali Image Captioning” International Journal of Advanced Computer Science and Applications(IJACSA), 12(2), 2021. http://dx.doi.org/10.14569/IJACSA.2021.0120287

@article{Humaira2021,
title = {A Hybridized Deep Learning Method for Bengali Image Captioning},
journal = {International Journal of Advanced Computer Science and Applications},
doi = {10.14569/IJACSA.2021.0120287},
url = {http://dx.doi.org/10.14569/IJACSA.2021.0120287},
year = {2021},
publisher = {The Science and Information Organization},
volume = {12},
number = {2},
author = {Mayeesha Humaira and Shimul Paul and Md Abidur Rahman Khan Jim and Amit Saha Ami and Faisal Muhammad Shah}
}


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