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8
Circle Bias, many
false positive
identified because
of overreliance on
circular features
https://github.com/ecoh
ydro/CropMask_RCNN
Probability
score above
.7 deemed a
center pivot
Tested on
never before
seen
512x512 tiles
11
Some center
pivots are
missed
because of
date mismatch
between
imagery and
labels of the
reference
dataset

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Circle Bias, False Positive Identified

  • 1. 8 Circle Bias, many false positive identified because of overreliance on circular features https://github.com/ecoh ydro/CropMask_RCNN
  • 2. Probability score above .7 deemed a center pivot Tested on never before seen 512x512 tiles 11 Some center pivots are missed because of date mismatch between imagery and labels of the reference dataset

Hinweis der Redaktion

  1. mAP is the average precisions (how many classified positives are true positives) across different probability score thresholds (or recall, how many actual positives were classified as positives), with any detection with IoU over .5 qualifying as a detection. Mention that this model was trained from CoCo weights, transfer learning