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AgricultureBounding BoxImage Classification

Grape FD Leaf Detection

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

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

  • Differentiating FD-affected leaves from healthy grape leaves.
  • Leaves with subtle or unclear symptoms were hard to identify.
  • Distinguishing confirmed FD leaves from suspected FD leaves.
  • Handling overlapping leaves and dense grapevine vegetation.
  • Partially visible leaves had to be annotated accurately.
  • Maintaining consistency between the FD_leaves and susp_FD_leaves classes.

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.