Microsoft Azure AI Engineer Associate AI-102 Practice Question
You have trained several iterations of an object-detection project in Azure Custom Vision. On the Performance tab, the portal shows Precision, Recall, and another metric that averages the area under the precision-recall curve for all classes at an IoU threshold of 0.5. Which metric is this?
The metric is mean Average Precision (mAP). For each class, Custom Vision computes Average Precision as the area under the precision-recall curve at the chosen IoU threshold (0.5 by default). It then averages these AP values across all classes, producing mAP. This single number balances precision and recall across classes and is the primary score used to compare object-detection iterations. F1 Score only combines precision and recall at one operating point, RMSE measures regression errors, and the Dice coefficient is mainly used for segmentation tasks, so none of these are the metric displayed by Custom Vision for object detection.
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What is the primary purpose of Mean Average Precision (mAP) in object detection?
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Microsoft Azure AI Engineer Associate AI-102
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