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i don't think, you'll get far here, using template matching. as said before, the variation in pose / rotation /overlap with other plant parts is far too large.
gather a few hundred cropped positive examples, split up the remainder of the images into cropped negatives of the same size, and try to re-train (transfer learning) an existing SSD or YOLO cnn .
