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  Authors

Ms.G.Aninthitha

  Keywords

Natural Language Processing, Computer Vision, Diffusion Models, Neural Machine Translation

  Abstract


A descriptive sentence is generated for a given image as part of the artificial intelligence challenge known as image caption creation. Our proposed approach uses two computer vision approaches to comprehend the image's content and a language model from the field of natural language processing to comprehend the image and text into the proper sequence of words. For the purpose of creating captions, the image caption generation domain combines computer vision and natural language processing. The dataset is made up of output images with output images with captions that correspond to the input image. The benchmark dataset utilized here is Flickr 8k[14]. Modern deep learning generative models called diffusion models provide high resolution images. Also diffusion models learn to recover the data by removing noise in the reverse process after first adding noise to the images in the forward process. One such neural network that has been trained on various image and text pairs is called Contrastive Language Image Pre-Training(CLIP). For extracting features from images and text, we use ClipProcessor with CLIPFeatureExtractor and CLIPTokenizer encoders. Transferring captions from one language to another is required for automatic translation. English is a high resource language with a large number of captions available, whereas low resource languages like Tamil and Hindi have less material for conversational AI systems to learn. This paper describes our method for translating generated captions from English to Tamil (Indian Languages) using neural machine translation. Thus CLIP architecture to predict english caption achieves 0.1798 BLEU score and the Neural Machine Translation architecture to translate the english caption to tamil caption achieves 8.7018 accuracy

  IJCRT's Publication Details

  Unique Identification Number - IJCRT24A4058

  Paper ID - 256291

  Author type - Indian Author

  Page Number(s) - j241-j249

  Pubished in - Volume 12 | Issue 4 | April 2024

  DOI (Digital Object Identifier) -   

  No Of Downloads - 39

  Author Country - India, 625006, Madurai, Madurai, 625006, Science and Technology

  Publisher Name - IJPUBLICATION | www.ijcrt.org | ISSN : 2320-2882

  E-ISSN Number - 2320-2882

  Published Paper PDF : - http://www.ijcrt.org/papers/IJCRT24A4058

  Published Paper URL: : - http://ijcrt.org/viewfull.php?&p_id=IJCRT24A4058

  Published Paper PDF Downlaod: - download.php?file=IJCRT24A4058

  Cite this article

Ms.G.Aninthitha,   "IMPROVED IMAGE CAPTION GENERATION FOR LOW RESOURCE LANGUAGES", International Journal of Creative Research Thoughts (IJCRT), ISSN:2320-2882, Volume.12, Issue 4, pp.j241-j249, April 2024, Available at :http://www.ijcrt.org/papers/IJCRT24A4058.pdf

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