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'