Swin-Unet++: a study on phenotypic parameter analysis of cabbage seedling roots

Table 1 Ablation experiments on the swin-unet + + Network structure

Encoder	Decoder	Deepth	PR	ACC↑	mIoU↑	Kappa↑	Dice↑
Swintransformblock	CNN	4	√	91.86	57.47	57.01	68.12
Swintransformblock	CNN	5	√	86.04	35.35	22.99	42.24
Swintransformblock	CNN	4		91.70	58.08	57.54	68.78
Swintransformblock	CNN	5		92.36	58.51	59.06	69.10
Swintransformblock	Swintransformblock	4		97.78	84.79	88.48	91.14
Swintransformblock	Swintransformblock	4	√	98.17	86.68	90.31	92.38
Swintransformblock	Swintransformblock	5		98.10	86.32	89.99	92.15
Swintransformblock	Swintransformblock	5	√	98.19	86.69	90.37	92.38

ISSN: 1746-4811