Business Objective
Our client is a leading provider of commercial business insurance. Their innovation team intended to apply AI and advanced data science capabilities to conduct accurate risk assessments on properties by analyzing images captured by drones.
More specifically, the client wanted to utilise Image Analytics to :
- Identify vegetation regions from the normal and infrared aerial images
- Segment regions into dense/sparse vegetation and identify buildings, roads, cars, parking lots, etc.
Challenges
- Limited number of images available to train AI models
- Selecting the right methodologies for segmentation given the limited data available for analysis