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Lecun_stereo_rebuild

This project is to try to recreate Jure Zbontar and Yann Lecun's paper of Stereo Matching by "Training a Convolutional Neural Network to Compare Image Patches".

Environement: Keras with the backend of Theano

  1. preprocess.py is to get the patches. This should be a brute-force way to crop the images. We create 11*11 pixel windows and train the neural networks on these training samples.
  2. mc-cnn-rebuild.ipynb is the first version of our neural network. We merge two CNN subnets and apply fully-connected layers on training patches of 11*11 and 9*9. testCNN.ipynb is where the disparity map is derived and the whole image is tested based on the network which has been trained. The fully-connected layer is converted into CNN layers equally to enable the different input dimensions.
  3. mc-cnn-rebuildONE.ipynb is a second version of our neural network. Fully-connected layers are replaced with CNN layers (same as the test network).

This is a code by Qingwei Wu and Shixin Li.

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