Annotation error analysis

The examination of labeling mistakes to understand their patterns and causes.

Group errors by type, severity and context before deciding how to fix them. A timestamp offset calls for a different correction from an ambiguous label definition. Looking only at an average error rate can hide a concentrated problem in a task, camera view or supplier batch.

In practice

A review finds that release events are consistently marked several frames before the object leaves the gripper.