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Semantic Description of Images- A deep learning model for describing images using natural language.

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valentinarodrigues/Generating_Image_Description

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Flickr8K_Dataset
Flickr8K_Dataset
 
 
Flickr8K_text
Flickr8K_text
 
 
1image_description.py
1image_description.py
 
 
2extract_features.py
2extract_features.py
 
 
3store_tokenizer.py
3store_tokenizer.py
 
 
4train_final.py
4train_final.py
 
 
Output.txt
Output.txt
 
 
README.md
README.md
 
 
descriptions.txt
descriptions.txt
 
 
example.jpg
example.jpg
 
 
make_prediction.py
make_prediction.py
 
 
plot.png
plot.png
 
 
tokenizer.pkl
tokenizer.pkl
 
 
trainedmodel.h5
trainedmodel.h5
 
 

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Generating_Image_Description

Semantic Description of Images

Developed a deep learning model in Python using Tensorflow, Numpy and Keras libraries to study the effect of LSTM layer in image captioning task. Used a pre-trained model involving convolutional neural network for extracting image features. The model was trained to describe images in the form of sentences. The dataset used is Flickr 8K Dataset.

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Semantic Description of Images- A deep learning model for describing images using natural language.

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nlp natural-language-processing deep-learning convolutional-neural-networks transfer-learning natural-language-generation nlp-machine-learning cnn-keras deepneuralnetworks

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