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Overview

This project aims to

Dependencies

  • keras
  • tensorflow
  • sklearn
  • opencv-python
  • numpy
  • pygame

Materials

  • RaspberryPi 3 B+
  • OpenCV Camera module It's compatible with all usb cameras.
  • Wireless network card The car automatically connects wifi called "GMX"(password: netlab523) with ip 192.168.31.120. For controlling the car, you need to set port forwarding for router. For example, 172.18.233.73:8004(WAN_IP:EXTERNAL_PORT) mapping to 192.168.31.120:8004(LAN_IP:INTERNAL_PORT) means you can control the car with ip address of 172.18.233.73:8004.

Usage

  • Generating training data Use collect_training_data module to control car in real time and generate images named with(seq_label). The original images are saved in the folder of training_data and numpy-format data is also saved.

  • Learning from training data The module cnn_training is an example to show how to train dataset. The training model should be saved into the folder of model.

  • Auto Driving Use driver module to drive car automatically. The method of load_model and predict should be reloaded according to your model.

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