Last active
July 17, 2024 18:01
-
-
Save meyerjo/dd3533edc97c81258898f60d8978eddc to your computer and use it in GitHub Desktop.
Python code to compute the intersection of two boundingboxes
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
def bb_intersection_over_union(boxA, boxB): | |
# determine the (x, y)-coordinates of the intersection rectangle | |
xA = max(boxA[0], boxB[0]) | |
yA = max(boxA[1], boxB[1]) | |
xB = min(boxA[2], boxB[2]) | |
yB = min(boxA[3], boxB[3]) | |
# compute the area of intersection rectangle | |
interArea = abs(max((xB - xA, 0)) * max((yB - yA), 0)) | |
if interArea == 0: | |
return 0 | |
# compute the area of both the prediction and ground-truth | |
# rectangles | |
boxAArea = abs((boxA[2] - boxA[0]) * (boxA[3] - boxA[1])) | |
boxBArea = abs((boxB[2] - boxB[0]) * (boxB[3] - boxB[1])) | |
# compute the intersection over union by taking the intersection | |
# area and dividing it by the sum of prediction + ground-truth | |
# areas - the interesection area | |
iou = interArea / float(boxAArea + boxBArea - interArea) | |
# return the intersection over union value | |
return iou | |
if __name__ == '__main__': | |
# Pointing out a wrong IoU implementation in https://www.pyimagesearch.com/2016/11/07/intersection-over-union-iou-for-object-detection/ | |
boxA = [0., 0., 10., 10.] | |
boxB = [1., 1., 11., 11.] | |
correct = bb_intersection_over_union(boxA, boxB) | |
print('Correct solution - also analytical: {0}\n' | |
'Solution by published function: {1}\n' | |
'Solution by correction (ptyshevs): {2}'.format(correct, '0.704225352113', '0.680672268908')) | |
print('Normalizing coordinates in a 100x100 coordinate system') | |
boxA = [a / 100. for a in boxA] | |
boxB = [b / 100. for b in boxB] | |
correct = bb_intersection_over_union(boxA, boxB) | |
print('Correct solution - also analytical: {0}\n' | |
'Solution by published function: {1}\n' | |
'Solution by correction: {2}'.format(correct, '0.964445166004', '0.680672268908')) | |
print('Two boxes with no overlap') | |
boxA = [0., 0., 10., 10.] | |
boxB = [12., 12., 22., 22.] | |
correct = bb_intersection_over_union(boxA, boxB) | |
print('Correct solution - also analytical: {0}\n' | |
'Solution by published function: {1}\n' | |
'Solution by correction (ptyshevs): {2}'.format(correct, '0.0', '0.0204081632653')) | |
print('Example in the comments from ptyshevs') | |
boxA = [0., 0., 2., 2.] | |
boxB = [1., 1., 3., 3.] | |
correct = bb_intersection_over_union(boxA, boxB) | |
print('Correct solution - also analytical: {0}\n' | |
'Solution by published function: {1}\n' | |
'Solution by correction (ptyshevs): {2}'.format(correct, '0.285714285714', '0.142857142857')) |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment
yep the abs is useless, which should be remove.