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neurips2019challenge

Solution for our Neurips 2019 challenge on traffic movie forecasting - top-6 teams.

Background

Dataset

The high-resolution traffic map videos for the challenge were derived from positions reported by a large fleet of probe vehicles over 12 months, and are based on over 100 billion probe points. Each video frame summarizes GPS trajectories (of 3 channels, encode speed, volume, and direction of traffic) mapped to spatio-temporal cells, sampled every 5 minutes and of size 495 ˆ 436.

Requirements

  • Tensorflow version >= 1.14.1
  • Python version >= 3.6
  • For training new models, you'll need an NVIDIA GPU

Getting started

  • trainer.py for training the model

License

Apache 2.0