Kaggle-Facial-Keypoints-Detection-Solutions

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Kaggle-Facial-Keypoints-Detection-Solutions

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Kaggle Facial Keypoints Detection Solutions

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# Kaggle-Facial-Keypoints-Detection-Solutions
Kaggle Facial Keypoints Detection Solutions

[Detect the location of keypoints on face images](https://www.kaggle.com/c/facial-keypoints-detection)

Python scripts:

1. mean_example.py - just a baseline to test averything working fine.

Other solutions:

Deep learning tutorial using [Lasagne](https://github.com/Lasagne/Lasagne) (based on [Theano](https://github.com/Theano/Theano)) by Daniel Nouri:
~~~
https://www.kaggle.com/c/facial-keypoints-detection/details/deep-learning-tutorial
http://danielnouri.org/notes/2014/12/17/using-convolutional-neural-nets-to-detect-facial-keypoints-tutorial/
https://github.com/dnouri/kfkd-tutorial
https://github.com/wendykan/AWSGPU_DeepLearning
TensorFlow
https://github.com/JeremyCCHsu/Kaggle_Facial_Keypoint
~~~

Solution by Prabhu Balakrishnan:
~~~
FANN
https://github.com/olddocks/facialkeypoints
Caffe
https://github.com/olddocks/caffe-facialkp
http://corpocrat.com/2015/02/24/facial-keypoints-extraction-using-deep-learning-with-caffe/
~~~

To look at:
~~~
Solution in Caffe
https://github.com/qiexing/caffe-regression
Theano - autoencoder
https://github.com/cowpig/deep_keypoints
Theano
https://github.com/CanoeFZH/kaggle/tree/master/facial-keypoints-detection
R and H20
https://ashokharnal.wordpress.com/2015/03/22/facial-keypoints-detection-using-r-deep-learning-and-h2o/
Some R code:
https://github.com/andlinville/facial-keypoints
dp library based on Torch 7
https://github.com/nicholas-leonard/dp/blob/master/doc/facialkeypointstutorial.md
solution in Keras
https://github.com/nipe0324/kaggle-keypoints-detection-keras
~~~

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