License-Plate-Recognition Using Tensorflow 🔎

The project developed using TensorFlow to detect the License-Plate with some accuracy.

Dependencies

• TensorFlow 1.0
• OpenCV
• NumPy

Training Custom Object Detector

• Setting up the Object_Detection directory structure in an Environment
• Gathering Data
• label pictures using labelImg
• Creating a labelmap
• Making xml Data
• Conveting xml to CSV & CSV to TFRecord format
• Train by using Pre-trained models provided by TensorFlow
• Monitor Training Job Progress using TensorBoard
• Exporting the inference graph
• Using the two Important frozen_inference_graph.pb & label_map.pbtxt files we can Detect Object

Detecting Object Using

• Image
• Camera
• Video Clip

Demo - Using Image

Demo - Using Camera