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Relevance 8/10Computer VisionBeginner6 min read
Bounding Box Annotation
Bounding box annotation draws rectangular boxes around target objects in images.
Why it matters for annotators
Small geometric mistakes degrade detection model quality quickly.
Visual mental model
Object instance -> tight box -> class label.
Examples (bad vs good)
Scenario: Real annotation scenario involving Bounding Box Annotation
Bad: Labeling quickly without applying project rubric.
Good: Applying rubric criteria, documenting rationale, and escalating uncertainty.
Common mistakes
- Skipping guideline details for edge cases.
- Applying inconsistent criteria across similar samples.
- Avoiding escalation even when uncertain.
Submission checklist
- Read the latest guideline update before each batch.
- Apply rubric dimensions explicitly in each decision.
- Escalate ambiguous items with concise rationale.