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AgricultureBounding BoxImage Classification

Cabbage Size Classification

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

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 cabbages of similar size.
  • Overlapping or partially visible cabbages had to be handled individually.
  • Size classification needed to stay consistent from one image to the next.
  • Camera distances, angles and lighting conditions varied across the dataset.
  • Creating tight bounding boxes around individual cabbages took care.

Related work

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.

SAMPLE PENDING

Grape FD Leaf Detection

Grapevine leaves boxed as confirmed or suspected Flavescence doree cases, separating subtle symptoms from healthy foliage.