ImageCaptionGenerator

Image Captioning Generator Keras

Data

Dataset - Flickr 8k Dataset



Flicker8k_Dataset

Flickr8k_text



Flicker8k_Dataset - Contains 8092 images in jpeg format.

Flickr8k_text - Each image contains 5 description.

Model

Built and trained a deep learning model for captioning real world image.

• Used pre-trained InceptionV3 to extract feature from image.
• Used pre-trained fasttext embedding, these were feed into a Stacked Bi-directional GRU layer.
• They both were combined and predicted the next word till the end of caption using greedy search (during testing).

Result

Weights

To Do

• Add attention
• Use beam search instead of greddy seaech