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Raspberry Pi 3 Version 2

Operating System

  • Raspbian Buster with desktop
  • Tested Ubuntu Server 20.04 64bits (Trying to resolve the Bus error, it's extremely slow and hard to setup)

Optimized version of darknet

https://github.com/AlexeyAB/darknet

Models yolov3 yolov3_ssig tiny-yolov3
Input Size 416x416 416x416 416x416
Network Layers 107 107 24
Class 80 1 80
Time 402.46s (6.7mins) 476.15s (7.9mins) 34.82s (0.56min)
Prediction
  • Note
    • Need to add yolov3_ssig(License Plate) to the table. (DONE)
    • Need to test the Python Wrapper

Tested not working

Original darknet

https://github.com/pjreddie/darknet

  • Segmentation fault when loading a yolov3 model, Raspberry Pi 3 doesn't have enough memory.
  • Got Bus error on prediction stage, after loading a tiny-yolov3 model. Not sure what cause this error.

Darknet-nnpack

https://github.com/digitalbrain79/darknet-nnpack

  • Darknet with NNPACK acceleration. Getting error when compiling. Haven't got it working yet, might come back later.

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