Non-destructive Leaf Area Index estimation via guided optical imaging for large scale greenhouse environments

•A novel LAI estimation approach superior to manual LAI estimation methods.•Implementing an efficient rail-based camera system for plant monitoring in industrial greenhouse environments.•LAI estimation from UNET semantic segmentation.•A novel approach to differentiate foreground and background plants within semantic segmentation.