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Deep Neural Network for distance and speed prediction using videoagame generated data

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mirkozaff/DeepGTAPrediction

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deepgtav

deepgtav

 
 

ModelMGPU.py

ModelMGPU.py

 
 

README.md

README.md

 
 

Video2frame.py

Video2frame.py

 
 

data_filter.py

data_filter.py

 
 

dataset.py

dataset.py

 
 

distance_model.py

distance_model.py

 
 

distance_training.py

distance_training.py

 
 

load_batch.py

load_batch.py

 
 

main.py

main.py

 
 

main_real.py

main_real.py

 
 

pickling.py

pickling.py

 
 

speed_data_filter.py

speed_data_filter.py

 
 

speed_model.py

speed_model.py

 
 

speed_training.py

speed_training.py

 
 

test.py

test.py

 
 

utils.py

utils.py

 
 

videoPredictionMaker.py

videoPredictionMaker.py

 
 

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DeepGtaPrediction

Code that I used to generate and run a car distance and speed prediction model with VPilot and DeepGTAV.

Requirements

  1. DeepGTAV must be installed and VPilot must be in the same folder.

  2. Python enviroment with:

  • H5py 2.8.0
  • OpenCV 3.1.0
  • Tensorflow 1.18
  • Keras 2.1.2
  • Numpy 1.13.3

Credits

This work was inspired by: https://arxiv.org/abs/1706.08442

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Deep Neural Network for distance and speed prediction using videoagame generated data

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