Semantic Segmentation on ISPRS Vaihingen (test)

91.94F1 ScoreBiCoR-Seg

Evaluation Results

Method
BiCoR-Seg2025.12	91.94	85.38	92.1	97.36	96.11	85.78	91.08	89.4	—
AFENet2025.12	91.54	84.55	91.67	96.9	95.72	85.07	90.64	89.37	—
LSRFormer2025.12	91.5	84.56	91.9	93.84	96.4	85.82	90.7	90.79	—
MoBaNet (DINOv2)2026.03	91.39	84.37	91.9	94.18	96.9	84.58	92.03	88.32	—
MoBaNet (SAM)2026.03	91.29	84.17	91.8	94.25	96.35	84.64	92.07	89.14	—
SFA-Net2025.12	91.2	84.06	—	93.5	96.3	85.4	90.2	90.7	—
MoBaNet (DINOv2)2026.03	91.16	83.97	91.78	93.4	96.78	85.54	90.55	89.52	—
MoBaNet (SAM)2026.03	90.97	83.66	91.65	93.21	96.51	85.72	91.58	90.06	—
ARG-Mamba2026.05	90.96	83.72	93.28	93.82	90.49	74.37	81.99	77.94	—
DC-Swin2026.03	90.56	83.13	91.33	96.68	95.85	84.38	89.59	86.31	—
ABCNet2026.03	90.51	83.04	91.14	96.67	95.44	83.67	89.61	87.19	—
MANet2026.03	90.33	82.6	91.35	92.79	96.14	84.15	90.57	86.78	—
PSPNet2026.03	90.26	82.58	90.85	92.79	95.46	84.51	89.94	88.61	—
UNetFormer2026.03	90.14	82.44	90.76	96.57	95.2	83.43	89.35	86.15	—
MFNet2026.05	90.1	82.42	92.94	93.26	92.11	72.11	80.89	73.73	—
FTransUNet2026.03	90.07	82.18	91.05	92.89	96.02	84.7	89.8	86.94	—
CMGFNet2026.03	89.67	81.6	90.98	92.81	96.2	84.08	90.26	85.02	—
CMNeXt2026.05	89.61	81.61	92.72	93.16	90.23	72.27	80.62	71.75	—
CMFNet2026.03	89.48	81.44	91.4	92.36	97.17	80.37	90.82	85.47	—
TreeUNet2025.12	89.3	80.92	90.4	92.5	94.9	83.6	89.6	85.9	—
vFuseNet2026.03	89.22	—	90	91	94.4	84.5	89.9	86.3	—
FTransUNet2026.05	88.73	80.42	92.69	93.27	92.45	70.75	79.78	65.87	—
PSTNet2026.05	88.5	79.99	92.23	92.51	90.62	70.83	80.01	65.99	—
TMFNet2026.03	88.25	78.7	89.71	91.25	95.7	80.87	88.82	84.6	—
SegViT2025.12	88.2	79.35	90.5	91.97	95.26	82.24	90.84	80.68	—
FuseNet2026.03	87.71	78.71	90.51	91.66	96.28	78.98	90.28	81.37	—
MAResU-Net2026.03	87.68	80.75	90.05	91.97	95.04	83.74	89.35	78.28	—
GMNet2026.05	87.42	78.63	92.32	92.15	91.52	70.57	80.73	58.16	—
CTFNet2025.12	87.34	77.84	88.6	90.69	94.35	81.66	87.27	82.72	—
FEANet2026.05	86.64	77.5	91.97	92.45	90.27	69.91	79.11	55.75	—
DANet2025.12	84.27	74.52	89.52	91.13	94.82	83.47	88.92	62.98	—
LOGCAN++2024.06	84.22	74.72	81.59	85.87	91.85	71.44	80.35	80.14	38.63
OCRNet2024.06	83.21	73.38	80.82	85.61	91.37	69.84	79.37	77.77	36.31
FarSeg2024.06	83.2	73.67	80.45	85.96	91.55	71.95	80.63	78.24	33.69
RSSFormer2024.06	83.12	73.36	81	86.28	91.25	72.49	80.94	74	35.21
DDP2024.06	83.07	73.49	80.54	85.73	91.42	71.63	80.32	78.32	33.52
PSPNet2024.06	82.99	73.53	80.23	86.36	91.69	72.65	80.87	77.26	32.32
DeepLabV3+2024.06	82.86	72.95	80.27	85.39	91.55	70.52	79.49	75.55	35.22
Semantic FPN2024.06	82.78	73.07	79.98	85.66	91.19	71.84	80.08	76.6	33.05
UnetFormer2024.06	82.7	72.67	80	85.46	91.16	70.26	79.46	74.27	35.44
SegNet2026.03	82.27	70.55	81.55	86.72	91.31	78.82	84.87	69.66	—
U-Net2026.03	82.12	70.17	80.73	86.63	90.56	76.84	83.75	72.8	—
DANet2024.06	81.55	71.5	78.93	84.8	90.26	69.79	79.3	74.32	30.49
DC-Swin2024.06	76.65	66.15	73.69	83.39	87.76	69.34	78.89	59.07	18.42
EfficientViT2024.06	76.44	66.46	74.25	83.87	88.39	70.49	79.69	61.28	15.06
U-Net2025.12	73.73	60.92	82.02	84.33	86.48	73.13	83.89	40.82	—
Segmenter2024.06	70.07	58.49	67.12	78.69	82.17	65.03	75.85	34.18	15.03