/plate-detection

Plate Detection Open Source Project

Primary LanguagePython

Licence Plate MobilenetV2-ssd

First attemption to built licence-plate recognizer. Main task: It has to be light enough to run efficiently on Movidius Intel Compute Stick (10 FPS will be great)

Architecture

First attempt:

MobilenetV2-SSD

Link to MobileNetV2 paper

  • Depthwise Separable convolutions

Depthwise separable conv image

  • Inverted Residual Block

Inverted Residual Blocks Image

  • Skip Connections and residual blocks

Residual block image

Assumptions

#FIXME

Installation

python setup.py install

Technology

Intel Neural Compute Stick 2

  • GTX 1060 (6gb)

and yes, I am aware that Movidius does not support Pytorch objects. It is also a some kind of challenge for me to get into TF2.

Sources

Some really helpful implementations

To dos

  • Test pretrained mobilenet_v2, as it is. (in progress)
  • freeze layer, modified last one
  • write some fancy image loader
  • pretrain
  • test