Non-Maximum Suppression

Used in object detection tasks to reduce redundant bounding boxes for each detected object.

 

 

[Algorithm]

 

For every bounding boxes detected for each object,

1. Sort bounding boxes in descending order with regard to confidence score

2. Starting from the highest score box, calculate IoU (Intersection of Union) and discard lower score box if IoU was higher than threshold (hyperparameter)