Shypd.aiThe largest open index of AI toolsPrednet is an open-source deep recurrent convolutional neural network for video prediction and unsupervised learning. It is inspired by the neuroscience concept of predictive coding.
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Prednet is an open-source implementation of Deep Predictive Coding Networks for video prediction and unsupervised learning. This deep recurrent convolutional neural network draws inspiration from the neuroscience concept of predictive coding (Rao and Ballard, 1999; Friston, 2005). The architecture is implemented as a custom layer in Keras, compatible with Keras 2.0 and Python 2.7 and 3.6. The repository includes code for training the PredNet on the raw KITTI dataset, along with scripts for data downloading, processing, and model evaluation. Pre-trained weights are also available for download, including those for t+1 prediction and fine-tuned weights for multi-timestep extrapolation.
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