Table 3 Comparison of Cabbage Seedling Root Segmentation models in extracting Root phenotypes

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

Framework	mIoU↑	Length		Extension		Area		Thicken
Framework	mIoU↑	R²↑	RMSE↓	R²↑	RMSE↓	R²↑	RMSE↓	R²↑	RMSE↓
Unet	0.8077	0.8195	0.6894	0.8361	0.5318	0.7007	2324.26	-	-
Unet++	0.8004	0.7266	0.8465	0.4782	0.9488	0.6570	2673.79	-	-
Unet+++	0.8000	0.4842	1.4626	0.6058	0.8246	0.7216	2408.86	-	-
Segformer	0.7928	0.8148	0.6984	0.6276	0.8015	0.5166	1.4132	0.5305	0.0617
SwinUnet++	0.8109	0.9482	0.3694	0.9443	0.3100	0.7406	2497.65	0.8645	0.0314

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ISSN: 1746-4811

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