Safe Drive!!

it is a product that is used by the people who ride a bike or drive a car. It provides a warning to the user when an accident is possible to happen based on a particular scenario.

Training

Exporting model

Experimental Setup

Dataset

Dataset is created from the frames of videos(collected from Internet & mobile cameras of pakistan roads) then manually labelled/Annotated using LabelImg tool in XML format. By clicking each of block you got Dataset & Annotation Tool

Annotation Tool

Kaggle Dataset

Results

Results are obtained by testing the model on GPU's(after training) & Mobile Devices after exporting model in tflite and deploy on android. after clicking each block you got scripts for testing the model on images & videos and warning generation code.

Mobile Device

GPU