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IoU-based detection metrics and one-to-one matching

You have predicted boxes and ground-truth boxes for one image. Why is naive average IoU misleading, and how would you match boxes for a useful detection metric?

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IoU-based detection metrics and one-to-one matching — interview question — ML Mentor