BirdGAN

Progressive implementations of GAN architectures applied to the CUB200 dataset to generate unique images conditioned on attributes and caption embeddings.

Prerequisites

The CUB200 dataset
Captions for the CUB200 dataset
Pretrained BERT-large (uncased) model for embedding captions to 1024D vectors
bert-as-service for utilizing the pretrained BERT model
A python notebook environment
Python 3.7
- TensorFlow 2.0 or greater
- Pandas
- OpenCV3

Implementation Categories (ordered old → new)

Vanilla DCGAN
Multilabel ACGAN
Multilabel ACGAN with a split discriminator (for finer tuning)
Multilabel ACGAN with a split discriminator with BERT captions
Multilabel ACGAN with a split discriminator with BERT captions V2

Sample Generations (ordered old → new)

Vanilla DCGAN:

Multilabel ACGAN:

Multilabel ACGAN w/split Discriminator:

Multilabel ACGAN w/split Discriminator and Captions:

Multilabel ACGAN w/split Discriminator and Captions V2

Name		Name	Last commit message	Last commit date
Latest commit History 12 Commits
bert		bert
results		results
GAN_fids.txt		GAN_fids.txt
README.md		README.md
animal-gan-conditional-10-samples-bigger.ipynb		animal-gan-conditional-10-samples-bigger.ipynb
animal-gan-conditional-10-samples.ipynb		animal-gan-conditional-10-samples.ipynb
awa2-cleaning.ipynb		awa2-cleaning.ipynb
bird-gan-attributes-split-captions-concat-caption-loss-autoencoder-34-balanced.ipynb		bird-gan-attributes-split-captions-concat-caption-loss-autoencoder-34-balanced.ipynb
bird-gan-attributes-split-captions-concat-caption-loss-autoencoder-34-weighted.ipynb		bird-gan-attributes-split-captions-concat-caption-loss-autoencoder-34-weighted.ipynb
bird-gan-attributes-split-captions-concat-caption-loss-autoencoder-34.ipynb		bird-gan-attributes-split-captions-concat-caption-loss-autoencoder-34.ipynb
bird-gan-attributes-split-captions-concat-caption-loss-autoencoder.ipynb		bird-gan-attributes-split-captions-concat-caption-loss-autoencoder.ipynb
bird-gan-attributes-split-captions-concat-caption-loss.ipynb		bird-gan-attributes-split-captions-concat-caption-loss.ipynb
bird-gan-attributes-split-captions-concat.ipynb		bird-gan-attributes-split-captions-concat.ipynb
bird-gan-attributes-split-captions.ipynb		bird-gan-attributes-split-captions.ipynb
bird-gan-attributes-split-sigmoid-simple-tuning-34vector.ipynb		bird-gan-attributes-split-sigmoid-simple-tuning-34vector.ipynb
bird-gan-attributes-split-sigmoid-simple-tuning.ipynb		bird-gan-attributes-split-sigmoid-simple-tuning.ipynb
bird-gan-attributes-split-sigmoid.ipynb		bird-gan-attributes-split-sigmoid.ipynb
bird-gan-attributes-split.ipynb		bird-gan-attributes-split.ipynb
bird-gan-attributes.ipynb		bird-gan-attributes.ipynb
bird-gan-conditional-10-samples.ipynb		bird-gan-conditional-10-samples.ipynb
bird-gan-conditional.ipynb		bird-gan-conditional.ipynb
bird-gan-deeper-mse.ipynb		bird-gan-deeper-mse.ipynb
bird-gan-deeper-smaller-z-balanced.ipynb		bird-gan-deeper-smaller-z-balanced.ipynb
bird-gan-deeper-smaller-z.ipynb		bird-gan-deeper-smaller-z.ipynb
bird-gan-deeper.ipynb		bird-gan-deeper.ipynb
bird-gan-mse.ipynb		bird-gan-mse.ipynb
bird-gan.ipynb		bird-gan.ipynb
comparisons.ipynb		comparisons.ipynb
image-preprocessing.ipynb		image-preprocessing.ipynb

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BirdGAN

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Implementation Categories (ordered old → new)

Sample Generations (ordered old → new)

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BirdGAN

Prerequisites

Implementation Categories (ordered old → new)

Sample Generations (ordered old → new)

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