What is the IoU between these two boxes? The upper-left box is 2x2, and the lower-right box is 2x3. The overlapping region is 1x1.*1 point0.16660.11111.660.10001
Question
What is the IoU between these two boxes? The upper-left box is 2x2, and the lower-right box is 2x3. The overlapping region is 1x1.*1 point0.16660.11111.660.10001
Solution
The Intersection over Union (IoU) is a measure of the overlap between two bounding boxes. It is calculated as the area of overlap between the two bounding boxes divided by the area of union of the two bounding boxes.
Here are the steps to calculate the IoU:
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Calculate the area of each box. The area of a box is calculated as width x height. So, the area of the first box is 2x2 = 4 square units, and the area of the second box is 2x3 = 6 square units.
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Calculate the area of the overlap. The overlapping region is given as 1x1, so the area of overlap is 1 square unit.
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Calculate the area of union. The area of union is calculated as the sum of the area of each box minus the area of overlap. So, the area of union is 4 + 6 - 1 = 9 square units.
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Finally, calculate the IoU. The IoU is calculated as the area of overlap divided by the area of union. So, the IoU is 1 / 9 = 0.1111.
So, the IoU between these two boxes is 0.1111.
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