road construction monitoring

This project aims to classify the drone image capturing the different stage of road construction in 8 different categories The model classifies the stage of road construction using ResNet model.

Currently tested model on just ~130 images, currently gathering and generating data for model accuracy improvement as well.

This project was a part of SIH Smart India Hackathon where I looked after the team’s ML part of the project.

code available at repo

The 8 different stages include:

• Category 1: Clearing and Grubbing

• Category 2: Excavation and Earthwork

• Category 3: Subgrade Preparation

• Category 4: Base Layer Construction

• Category 5: Macadamisation

• Category 6: Utility Installation

• Category 7: Road Marking

• Category 8: Pedestrian Infrastructure