Semantic Segmentation on Dataset original (test) benchmark leaderboard · SOTA2 Research

Semantic Segmentation on Dataset original (test)

74.95F1 Score (w/bg)E-FPN

Evaluation Results

Method	Links
E-FPN2026.01		74.95	72.16	62.27	58.24	70.49	73.38	63.92
UNet3+2026.01		72.12	69.04	58.85	54.49	71.63	69.38	58.15
UNeXt2026.01		71.83	68.72	58.72	54.35	69.17	68.95	57.31
U-KAN2026.01		69.81	66.43	56.37	51.69	68.48	67.27	57.62
BiFPN2026.01		69.18	65.73	55.59	50.82	64.29	66.73	57.26
SA-UNet2026.01		68.75	65.27	54.97	50.18	73.15	66.22	57.24
Att. U-Net2026.01		67.54	63.92	53.55	48.59	69.79	64.91	53.97
UNet++2026.01		65.77	61.91	52.83	47.75	58.55	64.09	53.52
U-Net2026.01		60.18	55.67	46.14	40.31	61.97	57.27	49.28
FPN2026.01		59.39	54.87	45.71	39.98	59.23	56.53	49.02
Swin-UNet2026.01		58.09	53.41	44.18	38.27	54.59	54.2	43.75
EGE-UNet2026.01		55.91	50.97	42.44	36.35	47.97	52.96	39.44
Segformer2026.01		55.31	50.48	41.1	35.16	56.02	50.85	34.78
HierarchicalViT U-Net2026.01		53.73	48.53	40.23	33.87	52.16	50.88	41.69
FasterVit2026.01		13.11	3.04	11.32	1.73	12.85	5.33	5.09
Rolling UNet-L2026.01		12.06	1.87	10.66	1	12.03	4.53	2.61
MobileUNETR2026.01		11.87	1.65	10.55	0.88	11.92	3.94	2.37