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deeptrackpy

Implementation of Deep Tracking: Seeing Beyond Seeing Using Recurrent Neural Networks, Ondruska & Posner 2016, using Python.

Doesn't completely work yet, it reproduces the early parts of training pretty well but runs into numerical instability in later stages.

####Requires:

  • numpy
  • theano
  • lasagne
  • h5py

If using original dataset:

chmod +x get_data.sh && ./get_data.sh

If generating data:

python generate_moving_objects.py --dest DATA_FILE --filestype hdf5 --frames 3000

To train:

python train.py

Options:

--num_epochs, default 10

--seq_len, default 100

--batch_size, default 2

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Seeing beyond seeing, implemented in python

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