https://github.com/mitmul/animeface

https://github.com/mitmul/animeface

anime chainer

Last synced: about 1 year ago
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• Host: GitHub
• URL: https://github.com/mitmul/animeface
• Owner: mitmul
• License: mit
• Created: 2017-04-26T09:50:40.000Z (about 9 years ago)
• Default Branch: master
• Last Pushed: 2017-04-27T00:10:22.000Z (about 9 years ago)
• Last Synced: 2025-01-24T11:44:12.665Z (over 1 year ago)
• Topics: anime, chainer
• Language: Python
• Size: 10.7 KB
• Stars: 3
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

          
# animeface

This repository is a part of Chainer tutorial handouts. It shows

- How to write your original dataset class in Chainer

- How to fine-tune a pre-trained model on another dataset

## Requirement

- Chainer 1.23.0+

- PIL 4.0.0+

- NumPy 1.12.0+

## Prepare dataset

Just run

```bash

bash prepare.sh

```

## Start training

```bash

python train.py --gpus 0 --batchsize 128

```

It takes about 30 minutes to finish the training on Pascal TITAN X (12GB memory).

## Result

The accuracy on validation dataset after 120 epochs is 0.916953.

### Loss plot

![](https://raw.githubusercontent.com/wiki/mitmul/animeface/images/loss.png)

### Accuracy plot

![](https://raw.githubusercontent.com/wiki/mitmul/animeface/images/accuracy.png)