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face_detection's Introduction

Deep Dense Face Detection

A convolutional network for face detection. This work is based on "Multi-view Face Detection Using Deep Convolutional Neural Networks" by Farfade et al., although some implementation details differ.

Faces Screenshot

Following scripts are provided:

  • scripts/download_data.py
  • scripts/train_model.py
  • scripts/visualization.py
  • scripts/accuracy.py

scripts/download_data.py

Downloads Celeb Dataset and performs simple preprocessing. Please note that Celeb Dataset comes with its own license that you need to abide by to use it. With a little bit of effort you could adapt this code to work with a different dataset.

scripts/train_model.py

Trains the network.

scripts/visualization.py

Provides a few handy functions for visualizing data batching results, predictions for image crops, face detections and face heatmaps.

scripts/accuracy.py

Provides functions to test accuracy of the trained network. OpenCV CascadeClassifier can also be tested for comparison.

face_detection's People

Contributors

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Stargazers

Vinod Nanji Katuwa avatar

Watchers

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