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AgricultureBounding BoxImage Classification

Cotton Detection & Size Classification

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

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

  • Detecting cotton bolls among dense leaves and branches.
  • Distinguishing between Cotton and Small Cotton on the basis of visible size.
  • Handling overlapping and partially occluded cotton bolls.
  • Small cotton had to be annotated accurately in complex backgrounds.
  • Maintaining consistent bounding box placement and class assignment.

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

Grape FD Leaf Detection

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