Deep Learning, Artificial Intelligence, Convolutional Network, Object Detection, Data Science.
worst. The extra computation needed to forward all RoIs is relatively small. The backward pass is no more expensive than before. Overlapping RoIs can project onto the same region. To deal with these redundant and correlated regions, non-maximum suppression (NMS) is used to perform deduplication.