Table 3.

Network parameters for high-throughput soybean seeds instance segmentation using Mask R-CNN

Parameters	Values
Backbone layer	ResNet 50/101
Head layer	Faster R-CNN
Input size	256*256 / 512*512/1024*1024
Anchor ratio	[0.5, 1, 2]
Learning rate	0.001
Epoch	40
RPN anchor scale	(8, 6, 32, 64-128)
Pre-processing	Mean-subtraction
Image resize mode	None
Augmentation	LR, UD, Rotation, Brightness, Gaussian Blur