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 small peas with precise boundaries.
- Overlapping and closely positioned peas were difficult to separate.
- Round objects made accurate polygon placement demanding.
- Varied lighting conditions, shadows and image backgrounds affected visibility.
- Keeping individual peas properly separated during annotation required care.
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.