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ef1f6bb Sep 6, 2018
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Forensic Reconstruction of Severely Degraded License Plates

Getting Started

Tested on Ubuntu 16.04 with Python 3.5, TensorFlow 1.4.0 and 1.10.1.

Installation

Clone this repo.

git clone https://github.com/btlorch/license-plates.git
cd license-plates

Inside your virtual environment install required packages.

pip install -r requirements.txt

Download trained model to <repo>/model or a directory of your choice.

wget https://faui1-files.cs.fau.de/public/mmsec/license-plates/license-plates-trained-model.zip
unzip license-plates-trained-model.zip -d model

Running the demo

cd src
jupyter notebook

Then open demo.ipynb.

Depending on the location of the trained weights, you may need to update the path in the first cell.

Examples

North Carolina license plate

Arizona license plate

Vermont license plate

CNN architecture

(View image to enlarge)

CNN architecture