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AgricultureBounding BoxImage Classification

Sugar Beet Size Classification

Bounding boxes around sugar beets with a small, medium or large size label applied consistently across varying camera distances.

SAMPLE PENDING

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

  • Distinguishing between sugar beets of similar size.
  • Size classification had to stay consistent from image to image.
  • Overlapping and partially visible sugar beets complicated placement.
  • Camera distances, viewing angles and lighting conditions varied widely.
  • Creating tight and accurate bounding boxes around individual sugar beets required care.

Related work

SAMPLE PENDING

Cabbage Size Classification

Bounding boxes plus small, medium or large size labels on each cabbage, judged consistently despite shifting camera distance.

SAMPLE PENDING

Corn Detection & Growth Stage Classification

Bounding boxes separating large and small corn plants from weeds and ambiguous vegetation across complex field imagery.

SAMPLE PENDING

Cotton Detection & Size Classification

Cotton bolls boxed and split into regular and small classes among dense leaves, branches, and heavy occlusion.