DeepID implementation

Reference: Deep Learning Face Representation from Predicting 10,000 Classes

DeepID Network

DeepID Node Inner Structure

Results

Accuracy
Loss

Experiments

Best val accuracy: 99.39%

Best test accuracy: 97.05%

How to run

Download YoutubeFaces
- Download: aligned_images_DB.tar.gz
- Extract 'aligned_images_DB.tar.gz' to folder
Data preprocessing
- run 'python crop.py', crop images and save to disk
- run 'python split.py', split train_set, valid_set and test_set
- run 'python convert_images_to_tfrecords.py', convert all datasets to tfrecord format
Training
- run 'python train.py'
Testing
- run 'python test.py'