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. 2022 Jan 8;52(9):9664–9675. doi: 10.1007/s10489-021-02731-6

Table 2.

Key hyperparameters of Mask R-CNN. Hyperparameters marked with ∗ are used only at test time

Backbone Anchor Anchor RPN RoI RPN RoI RPN RoI RPN RoI RoI
sizes scales NMS𝜃 NMS𝜃 batch batch output output IoU𝜃 IoU𝜃 conf. score𝜃
ResNet50 22:5 0.1, 0.25, 0.5, 0.75 0.25 256 256 1000 100 0.75 0.75 0.05
+FPN 1, 1.5, 2