01 / THE PROBLEM
Comparing two field surveys needs consistent locations, not just two images.
The pipeline focuses on matching pre- and post-weeding imagery, detecting plantation pits, classifying their survival state, and producing overlays that a person in the field can verify.
02 / DESIGN DECISIONS
Treat survey alignment as a prerequisite before comparing pit positions.
Create consistent candidate planting-pit locations for later classification.
Separate model estimates from field-verified labels.
Produce map overlays and exports that fit field-review workflows.