Semantic Segmentation on CSDD without data preprocessing original (test) benchmark leaderboard · SOTA2 Research

Semantic Segmentation on CSDD without data preprocessing original (test)

78.3F1 Score (w/bg)FORTRESS

Evaluation Results

Method	Links
FORTRESS2026.01		78.3	75.9	66.3	62.7	79.1	0.763	67.4
UNet3+2026.01		72.1	69	58.9	54.5	71.6	0.694	58.2
UNeXt2026.01		71.8	68.7	58.7	54.4	69.2	0.69	57.3
U-KAN2026.01		69.8	66.4	56.4	51.7	68.5	0.673	57.6
BiFPN2026.01		69.2	65.7	55.6	50.8	64.3	0.667	57.3
SA-UNet2026.01		68.8	65.3	55	50.2	73.2	0.662	57.2
Att. U-Net2026.01		67.5	63.9	53.6	48.6	69.8	0.649	54
UNet++2026.01		65.8	61.9	52.8	47.8	58.6	0.641	53.5
U-Net2026.01		60.2	55.7	46.1	40.3	62	0.573	49.3
FPN2026.01		59.4	54.9	45.7	40	59.2	0.565	49
Swin-UNet2026.01		58.1	53.4	44.2	38.3	54.6	0.542	43.8
EGE-UNet2026.01		55.9	51	42.4	36.4	48	0.53	39.4
Segformer2026.01		55.3	50.5	41.1	35.2	56	0.509	34.8
HierarchicalViT U-Net2026.01		53.7	48.5	40.2	33.9	52.2	0.509	41.7
FasterVit2026.01		13.1	3	11.3	1.7	12.9	0.053	5.1
Rolling UNet-L2026.01		12.1	1.9	10.7	1	12	0.045	2.6
MobileUNETR2026.01		11.9	1.7	10.6	0.9	11.9	0.039	2.4