Predicting race from faces for movie data
Please see the details of the definitions of race, taxonomy of race recognition, database details, neural network models and performance evaluation details in the wiki page here
Contents:
race labels
actor_race.txt: labels for IMDB faces obtained as described in Ramakrishna et. al., 2017, ACL
lfw_race_dict.json: mapping of race for identities in the LFW dataset
aligning faces
average_face.ppm: average face used for in-plane face alignment
average_face.json: landmark information for the average face for alignment
faceswap.py: utilities for face alignment
average_faces: directory with average faces for the different classes in our data
Convolution neural networks (CNN) training scripts and pretrained models
pretrained_models: Directory containing 5-class pretrained models
train_multiclass_vgg16_5class_subsample.py: Keras training script and CNN architecture details
test_race_models.py: performance evaluation scripts (ROC, accuracy, confusion matrix, etc.,)
utils.py: miscellaneous handy utility functions