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VAE-cFlow-ZSL

Official Implementation for "Generalized Zero-Shot Learning via VAE-Conditioned Generative Flow"

Overview

image

Code Structure

├── README.md
├── train_vaepriorflow.py 
├── dataset_GBU.py        
├── classifier.py         
├── scripts/      
├── vaeflow/          
├── pics
├── data
│   ├── AWA1
│   ├── AWA2    
│   ├── CUB
│   └── SUN

How to use

  1. Download data from Google Cloud

  2. Set up conda environment

    conda create -n ZSL python=3.6
    conda install -c pytorch pytorch torchvision cudatoolkit=10.0
    
  3. Train

    cd scripts/
    bash train_cub.sh
    

Cite

If you use this code base in your work, please cite

@article{gu2020generalized,
  title={Generalized Zero-Shot Learning via VAE-Conditioned Generative Flow},
  author={Gu, Yu-Chao and Zhang, Le and Liu, Yun and Lu, Shao-Ping and Cheng, Ming-Ming},
  journal={arXiv preprint arXiv:2009.00303},
  year={2020}
}

About

Implementation for "Generalized Zero-Shot Learning via VAE-Conditioned Generative Flow" (https://arxiv.org/abs/2009.00303

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