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I've come across a few different approaches for dealing with rocks/branches/other background features that are causing repeated false-positives:
- Allow users to select the offending bounding box of a recurring false positive detection and suppress/invalidate all future (and/or) prior predictions with very similar bounding boxes.
- Allow users to draw polygons on their images that will suppress/invalidate all future/prior predictions within them (Morgan's idea)
- Semi-automated flagging and filtering of "suspicious" detections, similar to what Dan implemented in his repeat_detection_elimination scripts.
This is probably an incomplete list, but some combination of them is worth considering and potentially implementing.