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Popular metrics used in semantic segmentation

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Mask IoU

Since semantic segmentation is not an instance-wise detection algorithm, the AP metric is not applicable. Instead, we use the Mask Iou metric to evaluate the performance of semantic segmentation.

F1 score

Another popular method to evaluate the performance of semantic segmentation is the F1 score. The F1 score is the harmonic mean of precision and recall.