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Semantic Segmentation on LoveDA (test)

55.5mIoU

BiCoR-Seg

Updated 4d ago

Evaluation Results

Method	Links
BiCoR-Seg 2025.12		55.5	48.1	60.9	58.7	80.8	24.4	48.7	66.8	-	-	-
SFA-Net 2025.12		54.9	48.4	60.3	59.1	81.9	24.1	46.2	64	-	-	-
Full-tuning 2026.02		54.8	-	-	-	-	-	-	-	-	-	-
AFENet 2025.12		54.8	47.4	59.2	59.2	81.6	21.4	48.7	66.4	-	-	-
AdaRoute 2026.02		54.3	-	-	-	-	-	-	-	-	-	-
DMA-Net 2025.12		54.2	49.3	60.1	58.7	82.3	17.3	47.1	64.8	-	-	-
LSKNet-S 2024.03		54	46.7	59.9	58.3	80.2	24.6	46.4	61.8	-	-	-
Mona 2026.02		53.8	-	-	-	-	-	-	-	-	-	-
LWGANet-L2 2025.01		53.6	-	-	-	-	-	-	-	-	-	-
LOGCAN++ 2024.06		53.35	47.37	58.38	56.46	80.05	18.44	47.91	64.8	-	-	-
LSKNet-T 2024.03		53.2	46.4	59.5	57.1	79.9	21.8	46.6	61.4	-	-	-
LoRand 2026.02		53	-	-	-	-	-	-	-	-	-	-
SNELL 2026.02		52.9	-	-	-	-	-	-	-	-	-	-
AdaptFormer 2026.02		52.8	-	-	-	-	-	-	-	-	-	-
Hi-ResNet 2023.05		52.6	46.8	58.3	55.9	80.1	17	46.7	62.7	-	-	-
RepAdapter 2026.02		52.6	-	-	-	-	-	-	-	-	-	-
DDP 2024.06		52.54	46.19	57.2	58.22	80.34	14.93	46.54	64.34	-	-	-
Hi-ResNet 2024.03		52.5	46.7	58.3	55.9	80.1	17	46.7	62.7	-	-	-
Hi-ResNet 2025.12		52.5	46.7	58.3	55.9	80.1	17	46.7	62.7	-	-	-
OCRNet 2024.06		52.46	46.05	58.66	57.17	80.72	13.27	46.83	64.53	-	-	-
UNetFormer 2024.03		52.4	44.7	58.8	54.9	79.6	20.1	46	62.5	-	-	-
UperNet 2023.05		52.4	46.7	58.1	57.1	79.6	16.5	46.4	62.4	-	-	-
AerialFormer-S 2023.05		52.4	46.6	57.4	57.3	80.5	15.6	46.8	62.8	-	-	-
UnetFormer 2025.01		52.4	-	-	-	-	-	-	-	-	-	-
RSSFormer 2025.01		52.4	-	-	-	-	-	-	-	-	-	-
VPT 2026.02		52.4	-	-	-	-	-	-	-	-	-	-
UNetFormer 2025.12		52.4	44.7	58.8	54.9	79.6	20.1	46	62.5	-	-	-
RSSFormer 2025.12		52.4	52.4	60.7	55.2	76.3	18.7	45.4	58.3	-	-	-
PSPNet 2024.06		52.31	45.81	58.21	58.37	80.23	14.19	46.55	62.79	-	-	-
RSSFormer 2023.05		52.3	52.3	60.7	55.2	76.2	18.7	45.3	58.3	-	-	-
LoveNAS 2025.01		52.3	-	-	-	-	-	-	-	-	-	-
DANet 2024.06		52.22	46.44	56.84	57.03	79.31	14.65	46.59	64.66	-	-	-
Semantic FPN 2024.06		52.19	45.45	56.84	57.54	79.43	16.78	45.89	63.43	-	-	-
LoRA 2026.02		52.1	-	-	-	-	-	-	-	-	-	-
UperNet 2023.05		51.9	45.2	59.8	55.2	79.4	18.4	46.2	59.2	-	-	-
FarSeg 2024.06		51.78	45.18	56.55	56.92	79.78	14.96	46.59	62.5	-	-	-
DeepLabV3+ 2024.06		51.18	45.31	55.92	57.09	78.33	11.82	45.87	63.89	-	-	-
UnetFormer 2024.06		50.9	44.16	56.51	55.84	79	13.86	44.27	62.65	-	-	-
DC-Swin 2024.03		50.6	41.3	54.5	56.2	78.1	14.5	47.2	62.4	-	-	-
DC-Swin 2023.05		50.6	41.3	54.5	56.2	78.1	14.5	47.2	62.4	-	-	-
RSSFormer 2024.06		50.59	44.03	57.23	55.35	79.37	10.91	45.22	62.04	-	-	-
FarSeg 2025.01		50.1	-	-	-	-	-	-	-	-	-	-
SwinUperNet 2024.03		50	43.3	54.3	54.3	78.7	14.9	45.3	59.6	-	-	-
SwinUperNet 2023.05		50	43.3	54.3	54.3	78.7	14.9	45.3	59.6	-	-	-
FactSeg 2025.01		50	-	-	-	-	-	-	-	-	-	-
HRNet 2024.03		49.8	44.6	55.3	57.4	78	11	45.3	60.9	-	-	-
HRNet(Baseline) 2023.05		49.8	44.6	55.3	57.4	78	11	45.3	60.9	-	-	-
BANet 2024.03		49.6	43.7	51.5	51.1	76.9	16.6	44.9	62.5	-	-	-
BANet 2023.05		49.6	43.7	51.5	51.1	76.9	16.6	44.9	62.5	-	-	-
BANet 2025.12		49.6	43.7	51.5	51.1	76.9	16.6	44.9	62.5	-	-	-
SegFormer 2025.12		49.1	42.2	56.4	50.7	78.5	17.2	45.2	53.8	-	-	-
FactSeg 2024.03		48.9	42.6	53.6	52.8	76.9	16.2	42.9	57.5	-	-	-
TransUNet 2024.03		48.9	43	56.1	53.7	78	9.3	44.9	56.9	-	-	-
TransUNet 2023.05		48.9	43	56.1	53.7	78	9.3	44.9	56.9	-	-	-
FactSeg 2023.05		48.9	42.6	53.6	52.8	76.9	16.2	42.9	57.5	-	-	-
TransUNet 2025.12		48.9	43	56.1	53.7	78	9.3	44.9	56.9	-	-	-
LinkNet 2025.12		48.5	43.6	52.1	52.5	76.9	12.2	45.1	57.3	-	-	-
PSPNet 2024.03		48.3	44.4	52.1	53.5	76.5	9.7	44.1	57.9	-	-	-
PSPNet 2023.05		48.3	44.4	52.1	53.5	76.5	9.7	44.1	57.9	-	-	-
PSPNet 2025.12		48.3	44.4	52.1	53.5	76.5	9.7	44.1	57.9	-	-	-
UNet++ 2024.03		48.2	42.9	52.6	52.8	74.5	11.4	44.4	58.8	-	-	-
SemanticFPN 2024.03		48.2	42.9	51.5	53.4	74.7	11.2	44.6	58.7	-	-	-
FarSeg 2024.03		48.2	43.1	51.5	53.9	76.6	9.8	43.3	58.9	-	-	-
SemanticFPN 2023.05		48.2	42.9	51.5	53.4	74.7	11.2	44.6	58.7	-	-	-
FarSeg 2023.05		48.2	43.1	51.5	53.9	76.6	9.8	43.3	58.9	-	-	-
UNet++ 2025.12		48.2	42.9	52.6	52.8	74.5	11.4	44.4	58.8	-	-	-
SemanticFPN 2025.12		48.2	42	51.5	53.4	74.7	11.2	44.6	58.7	-	-	-
FarSeg 2025.12		48.2	43.4	51.8	53.3	76.1	10.8	43.2	58.6	-	-	-
UNet++ 2023.05		48.1	42.8	52.6	52.8	74.5	11.4	44.4	58.8	-	-	-
DC-Swin 2024.06		47.81	42.34	50.17	54.83	77.13	8.16	42.76	59.28	-	-	-
U-Net 2025.12		47.8	43.1	52.7	52.8	73.1	10.3	43	59.9	-	-	-
DeepLabV3+ 2024.03		47.6	43	50.9	52	74.4	10.4	44.2	58.5	-	-	-
UNet 2024.03		47.6	43.1	52.7	52.8	73	10.3	43.1	59.9	-	-	-
DeepLabV3+ 2023.05		47.6	43	50.9	52	74.4	10.4	44.2	58.5	-	-	-
DeepLabv3+ 2025.12		47.6	43	50.9	52	74.4	10.4	44.2	58.5	-	-	-
SegFormer 2024.03		47.4	43.1	52.3	55	70.7	10.7	43.2	56.8	-	-	-
EfficientViT 2024.06		47.12	42.92	50.98	52.78	75.65	4.27	42.04	61.19	-	-	-
Segmenter 2024.03		47.1	38	50.7	48.7	77.4	13.3	43.5	58.2	-	-	-
Segmenter 2023.05		47.1	38	50.7	48.7	77.4	13.3	43.5	58.2	-	-	-
FCN 2025.12		46.7	42.6	49.5	48.1	73.1	11.8	43.5	58.3	-	-	-
Segmenter 2024.06		43.82	39.7	44.71	47.29	73.51	8.35	37.45	55.71	-	-	-
AerialFormer 2025.03		-	-	-	-	-	-	-	-	113.8	26.9	126.8
SFA-Net 2025.03		-	-	-	-	-	-	-	-	10.7	0.6	7.1
KTDA 2025.03		-	-	-	-	-	-	-	-	258.3	170.7	566.4
Dynamic Dictionary Learning 2025.03		-	-	-	-	-	-	-	-	90.9	3.3	89.2