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
- Counting chicks accurately when they were positioned very close together.
- Overlapping and partially visible birds were hard to separate.
- Small chicks in crowded areas were easy to miss.
- Bounding boxes had to stay tight without including surrounding background.
- Ensuring no chick was left out during annotation required careful review.
Related work
Wild Animal Detection
Bounding boxes on wild animals in natural terrain, many small, distant or partly hidden behind vegetation and shadow.
Engineering Drawing Segmentation
Rooms, service runs and annotation blocks marked out on CAD floor plans so drawings can be parsed automatically.
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.