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Given an edge probability map, a threshold is needed to produce the edge image. There are two choices to set this threshold. The first one is referred as optimal dataset scale (ODS) which employs a fixed threshold for all images in the dataset. And the second is called optimal image scale (OIS) which selects an optimal threshold for each image

from Richer Convolutional Features for Edge Detection/CVPR/2017