inaturalist / iNaturalistMLWork

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Bounding box Experiment #21

Closed loarie closed 4 months ago

loarie commented 5 months ago

Run an experiment to determine the impact of bounding boxes on suggestion accuracy on a sample by comparing the following scenarios:

  1. no bounding box
  2. bounding box predictions generated by one or more out-of-the-box bounding models
  3. bounding boxes created by human annotators
alexshepard commented 4 months ago

Next steps for bounding box experiment:

  1. do a more in-depth comparison of the image preprocessing pipeline: 85% center crop, squash and no squash, (#24)
  2. replicate the salience bounding box prototype that I build using Apple technologies to use tensorflow models, (#39)
  3. get an open source bounding box annotation tool working so that we can hand-annotate some labels for comparison against no bounding boxes and salience bounding boxes. (#40)
alexshepard commented 4 months ago

I'm going to close the bounding box experiment since I did this experiment, shared my results in a presentation to the team and IMO all of the necessary followup work is captured in these three next step issues.