Research Article

Weighted Mask R-CNN for Improving Adjacent Boundary Segmentation

Table 3

Comparison of the performance of object detection between Mask R-CNN and weighted Mask R-CNN in algae and cell membrane images.

Mask R-CNNWeighted Mask R-CNN
AlgaeCell membraneAlgaeCell membrane

mAP500.8620.8990.9250.945
mAP750.6880.7960.7860.852
mAP0.6030.6250.6730.677
Recall500.9450.9700.9640.986
Recall750.7850.8670.8430.908
Recall0.6990.7040.7340.739
mIoU0.8010.5790.8450.636