Instance Specific Data Augmentation for Meta-Learning

Dependencies

• Python 3.6+
• PyTorch 0.4.0+
• qpth 0.0.11+
• tqdm
• kornia

Installation

1. Clone this repository:

   git clone https://github.com/erictang000/meta_instance_aug.git
   

2. Download and decompress dataset files: miniImageNet (courtesy of Spyros Gidaris), CIFAR-FS

Reproducing Experiments

1. All experiment commands for training instance specific augmentations can be found in bash.sh.
2. Test time augmentation was added in test_aug.ipynb, and results can be reproduced in that notebook.

Acknowledgments

This code is based off the of the MetaAug and InstaAug repos.