Error Analysis backend support for Object Detection #2225
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…olbox into agemawat/od_error_analysis
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…olbox into agemawat/ea_od_backend
…sible-ai-toolbox into agemawat/ea_od_backend
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Codecov Report
@@ Coverage Diff @@
## main #2225 +/- ##
==========================================
+ Coverage 88.94% 94.45% +5.51%
==========================================
Files 133 18 -115
Lines 7532 415 -7117
==========================================
- Hits 6699 392 -6307
+ Misses 833 23 -810
Flags with carried forward coverage won't be shown. Click here to find out more. |
imatiach-msft
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Aug 28, 2023
…olbox into agemawat/ea_od_backend
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This PR adds EA support for the OD scenario, to achieve feature parity with the rest of the image dashboards. This baseline support with the error rate metric is equivalent in UX to that of the multilabel scenario.
This is also the first PR that utilizes the Error Labeling work from
vision_explanation_methodsrepo to evaluate the prediction and consider OD-specific edge cases (such as localization, duplicate/missing detections etc). Further testing & improvements are separately being made to the Error Labeling work which EA can piggyback off of (and other parts of the dashboard in upcoming work).Limitations:
Snapshots after also making the change in #2233 + utilizing editable installs of
responsibleaias permain:Description
Checklist