Semantic Segmentation on UAVid (val) benchmark leaderboard · SOTA2 Research

Semantic Segmentation on UAVid (val)

82.3mIoUU-Net

Evaluation Results

Method	Links
U-Net2026.07		82.3	—	—	—	—	—	—	—	—	89.97	—	31.04	48.3
TransUNet2026.07		82.03	—	—	—	—	—	—	—	—	89.76	—	3.63	28.61
IPS-Seg2026.07		81.64	—	—	—	—	—	—	—	—	89.43	—	2.69	9.72
ResUNet2026.07		81.12	—	—	—	—	—	—	—	—	89	—	13.04	71.32
U-Net++2026.07		80.76	—	—	—	—	—	—	—	—	88.78	—	9.16	34.9
ResUNet++2026.07		79.61	—	—	—	—	—	—	—	—	87.85	—	14.48	70.99
ITE-U-Net2026.07		79.37	—	—	—	—	—	—	—	—	88.05	—	6.27	9.69
DPTE-Net2026.07		77.28	—	—	—	—	—	—	—	—	86.13	—	11.14	17.16
DeepLabV3+2026.07		76.73	—	—	—	—	—	—	—	—	86.36	—	17.42	10.3
ThinDyUNet2026.07		76.67	—	—	—	—	—	—	—	—	84.91	—	0.81	12.49
PSPNet2026.07		74.66	—	—	—	—	—	—	—	—	84.73	—	27.5	39.88
PBSeg2026.04		71.86	92.13	80.55	77.88	67.38	77.61	70.83	42.25	66.27	82.91	88.01	—	—
FAENet2026.04		68.84	87.37	83.2	79.26	63.54	78.02	59.53	30.98	68.25	79.97	86.48	—	—
Fill-UNet2026.07		68.65	—	—	—	—	—	—	—	—	79.66	—	25.24	56.46
RS3Mamba2026.04		68.15	86.54	81.83	79.03	63.1	75.79	60.42	30.36	67.22	79.51	86.01	—	—
DC-Swin2026.04		67.7	87.64	82.49	79.78	64.64	76.02	53.62	29.72	68.43	79.01	86.58	—	—
PMamba2026.04		66.79	85.93	81.2	78.66	62.38	73.95	56.45	28.96	66.48	78.43	85.59	—	—
MANet2026.04		66.66	84.42	80.17	78.75	62.39	68.73	62.73	29.4	66.17	78.5	85.19	—	—
ABCNet2026.04		66.4	85.77	80.92	77.88	62.46	74.12	53.33	29.29	66.14	78.13	85.48	—	—
BANet2026.04		66	83.9	81.48	78.51	62.18	77.44	52.01	29.51	64.58	77.86	84.99	—	—
CM-UNet2026.04		59.45	79.05	78.71	73.55	56.85	69.71	33.64	24.64	59.3	72.24	81.59	—	—
GeoSeg2026.04		57.18	75.38	75.36	72.11	56.95	64.57	35.89	20.03	55.86	70.42	79.75	—	—