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[CVAT] Update quality metric to precision #2965
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Need to upgrade CVAT SDK to 2.23.2 once released. |
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Issue tracking
Context behind the change
Depends on cvat-ai/cvat#8888
Includes / Depends on #2978
These changes make the annotation quality more understandable from the annotator viewpoint in the skeleton point annotation tasks. Simple precision has a flaw that if not enough annotations is provided, only the provided ones will be checked. This is workarounded by considering empty frames annotated as "empty", which makes it impossible to provide not enough annotations. As the result, we'll obtain
Precision = TP / max(job_anns, gt_anns)
. This change will increase the quality metrics in assignments in general, as accuracy includes both GT as user annotations in the denominator, while precision includes only the user annotations.match_empty_frames
to the newempty_is_annotated
How has this been tested?
Release plan
Potential risks; What to monitor; Rollback plan