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Image Caption Generator - Flickr Dataset - CNN-LSTM #299

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deepanshubaghel opened this issue Oct 12, 2024 · 2 comments · Fixed by #360
Closed

Image Caption Generator - Flickr Dataset - CNN-LSTM #299

deepanshubaghel opened this issue Oct 12, 2024 · 2 comments · Fixed by #360

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@deepanshubaghel
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Project Information

The objective of the project is to predict the captions for the input image. The dataset consists of 8k images and 5 captions for each image. The features are extracted from both the image and the text captions for input. The features will be concatenated to predict the next word of the caption. CNN is used for image and LSTM is used for text. BLEU Score is used as a metric to evaluate the performance of the trained model.

Libraries

  • numpy
  • matplotlib
  • keras
  • tensorflow
  • nltk

Neural Network

  • VGG16 Network
  • CNN-LSTM Network

BLEU-1 Score: 0.544
BLEU-2 Score: 0.319

@deepanshubaghel deepanshubaghel added the enhancement New feature or request label Oct 12, 2024
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Thanks for creating the issue in ML-Nexus!🎉
Before you start working on your PR, please make sure to:

  • ⭐ Star the repository if you haven't already.
  • Pull the latest changes to avoid any merge conflicts.
  • Attach before & after screenshots in your PR for clarity.
  • Include the issue number in your PR description for better tracking.
    Don't forget to follow @UppuluriKalyani – Project Admin – for more updates!
    Tag @Neilblaze,@SaiNivedh26 for assigning the issue to you.
    Happy open-source contributing!☺️

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Hello @deepanshubaghel! Your issue #299 has been closed. Thank you for your contribution!

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2 participants