Receiver Operating Characteristic curve for our ResNet using an independent test set from HSC Wide PDR2 survey data. Different threshold scores of the ResNet trace out the orange curve, and the threshold score of p = 0.1 is indicated by the blue dot. The true positive rate (TPR) corresponds to the number of SuGOHI galaxy-scale test lenses correctly classified over the 202 test lenses. The false positive rate (FPR) is measured using random nonlenses in the COSMOS field with Kron radius larger than 0.8″ and is defined as the number of nonlenses identified as lenses over the total number of nonlenses.