Sample frames for this project are available under NDA. Write to bilal@wortel.ai and we will share the relevant before and after pairs.
Challenges
- Annotating irregular and dense carrot vegetation.
- Crop boundaries had to be followed across long field rows.
- Partially visible plants and overlapping vegetation complicated the outlines.
- Carrot plants were easily confused with soil, weeds and surrounding vegetation.
- Polygon boundaries had to stay accurate under changing lighting and field conditions.
Related work
Aerial Orthomosaic Segmentation
Whole-site orthomosaics segmented into vegetation, water and bare ground across tiles stitched from multiple flights.
Ground Cover Quadrat Segmentation
2,275 cover-crop plot images annotated in Labelbox: plot corners boxed, then every pixel classed as groundcover, weed, residue, crop or soil.
Black Grass Segmentation
Polygon masks isolating black grass from crops and similar-looking grasses across dense agricultural field imagery.