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Public transport object detector

Object detection system inspired from YOLOv2.

Aim: provide a system that aids the visually impaired persons in using any public transport system, independent of any infrastructure by providing information about busses or cars or about the registration plate of the vehicle (useful when using applications similar to Uber).

cover

Bounding box color meanings:

Red: Bus

Green: Car

Blue: License plate


Final demo
Early stages presentation

v42_fine_tuned results

v10_5 results

Dataset used: Open Images Dataset v4

Data augmentation:

  • Mosaic
  • Cutout
  • Random hue
  • Random brightness
  • Random saturation
  • Random contrast

Anchors generated using K-means

anchors_3

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