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Deep Predictive Coding Network (PredNet) implemented with Chainer

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Deep Predictive Coding Network (PredNet) with Chainer

Deep Predictive Coding Network (PredNet) implemented with Chainer v4

Requirement

You must use a GPU to train.

  • Python >=3.6
  • Chainer 4.0
  • opencv-python
  • matplotlib
  • tqdm
  • glob
  • shutil

Usage

Download Dataset

Download preprocessed KITTI datasets from prednet_kitti_data.zip.
You have to convert hickle-python2 data to npy data.

Train

When you use GPU, please run following command.

python train.py -g 0

When you want to train extrapolation model, run

python train_extrap.py -g 0

Results

Run following command.

python generate_result_images.py -g 0

or

python generate_result_images_extrap.py -g 0

References

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