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animefaceclassifier's Introduction

Anime Face Classifier using Keras

Classification Japanese Anime Character.

Miku Detected

Hatsune Miku / Crypton Future Media inc. / CC BY-NC

Detectable Character List : https://github.com/abars/AnimeFaceClassifier/blob/master/animeface_tag.txt

Requirements

Keras2

Python 2.7

OpenCV3

Plaidml (Train)

Pretrained model

Download pretrained model.

Recommended : http://www.abars.biz/keras/animeface_small_cnn.hdf5 (946MB)

Small CNN model. Train 2days using Mac Pro 2013.

loss: 0.6173 - acc: 0.8140 - val_loss: 1.2487 - val_acc: 0.7019

Experimental : http://www.abars.biz/keras/animeface_vgg16.hdf5 (93MB)

VGG16 fine tuning model. Train 3days using Mac Pro 2013.

loss: 0.0557 - acc: 0.9836 - val_loss: 1.0058 - val_acc: 0.8178

Predict

Predict from face image.

python predict.py images/miku_face.jpg

Recognize

Recognize from several image.

python recognize.py images/miku.png

Download dataset

Download animeface-character-dataset and put in the same folder.

http://www.nurs.or.jp/~nagadomi/animeface-character-dataset/README.html

Create train folder and validation folder.

perl separate.pl

Train

python train.py

Output is train_animeface_*.hdf5.

Acknowledgement

https://github.com/nagadomi/lbpcascade_animeface

https://spjai.com/keras-fine-tuning/

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