Text-to-Image Synthesis with Shape and Background Disentanglement (Pytorch implementation)

Dependencies

• Python 3
• Pytorch
• Anaconda 3.6
• Tensorflow 1.4.1 (for evaluation only)

Data

Download preprocessed data in /Data.

• Download birds to Data/birds

Training

• sh train_birds.sh

Monitor your training with tensorboardX

• tensorboard --logdir models/

Testing

• sh test_birds.sh

Evaluation

Evaluation needs the sampled results obtained in Testing and saved in ./Results.

Inception score

• Download inception models to the evaluation/inception_score/inception_finetuned_models folder than run sh compute_scores.sh.