Explain how mean Average Precision (mAP) is calculated for object detection. How do IoU thresholds affect evaluation, and what does mAP@0.5:0.95 mean?

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Mean Average Precision is the standard evaluation metric for object detection, combining precision, recall, and localization quality into a single number. Understanding its calculation requires working through several components.