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AgricultureBounding Box

Palm Tree Detection

Bounding boxes separating palm trees from other species across outdoor scenes with overlapping canopies and mixed backgrounds.

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 palm trees from visually similar non-palm trees.
  • Trees appeared at different distances, sizes and growth stages.
  • Partially visible or occluded trees had to be annotated carefully.
  • Overlapping tree canopies made individual trees hard to separate.
  • Complex backgrounds contained vegetation, buildings, roads and other objects.
  • Varying camera angles and image resolutions affected tree visibility.
  • Accurate bounding boxes around irregular tree shapes required close attention.

Related work

Ground Cover Quadrat Segmentation - annotation sample

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.

SAMPLE PENDING

Almond Tree Detection

Bounding boxes around individual almond trees in top-down drone imagery, where shadows and neighbouring vegetation mimicked real trees.

SAMPLE PENDING

Apple Detection

Bounding boxes around individual apples on tree branches, where dense leaves and occlusion hid much of each fruit.