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How to Combine IOU

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How do you calculate IoU between two boxes?

Youre calculating the area of the intersection of the two boxes. And dividing by the area of the union of the two boxes. Well, go look at the Jaccard index (IoU) formula. The correct Jaccard Index formula is: iou = intersectionarea / (unionarea - intersectionarea) .

What is intersection over Union IoU?

To define the term, in Machine Learning, IoU means Intersection over Union - a metric used to evaluate Deep Learning algorithms by estimating how well a predicted mask or bounding box matches the ground truth data.

Why is IoU 0 and 1?

In case there are 2 boxes that do not intersect, the area of their intersection would be 0, and therefore the IOU would also be 0. In case there are 2 boxes that completely overlap, the area of the intersection would be equal to the area of their union, and therefore the IOU would be 1.

How do you find the intersection over Union IoU?

The Intersection over Union can then be computed on Line 27 by dividing the intersection area by the union area of the two bounding boxes, taking care to subtract out the intersection area from the denominator (otherwise the intersection area would be doubly counted).

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