Intersection over Union

A measure of overlap between two regions: their intersection divided by their union.

IoU is commonly used to compare boxes or masks with reference regions. A value of one means complete overlap and zero means none. It measures spatial overlap, not whether the object class, identity or task interpretation is correct. Choose thresholds appropriate to the annotation and object scale.

In practice

A box may meet its IoU threshold while still carrying the wrong object label.