Toni-Antonova / Joint-Multimodal-Embedding

Keras implementation of a Siamese Neural Network for Joint Multimodal Text-Image Embedding

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Joint-Multimodal-Embedding

Keras implementation of a Siamese Neural Network for Joint Multimodal Text-Image Embedding

Tested with a Tensorflow backend

This embedding network was used in a larger deep learning project aimed at using GANs to generate video from text descriptions. Check out my blogpost on the results.

Tools Used:

Python 3
Keras
Keras' Xception V1 model pre-trained on ImageNet

Text data vectorized prior to running this network using a Variational Autoencoder and Facebook's fastText pre-trained Word2Vec. More information found here.

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Keras implementation of a Siamese Neural Network for Joint Multimodal Text-Image Embedding


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