Semantic Segmentation on LoveDA

Metric: Category mIoU (higher is better)

LeaderboardDataset

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#	Model↕	Category mIoU▼	Extra Data	Paper	Date↕	Code
1	U-Net (MaxViT-S)	56.16	No	-	-	-
2	D2LS	55.3	No	Dynamic Dictionary Learning for Remote Sensing I...	2025-03-09	Code
3	SFA-Net	54.9	No	-	-	Code
4	ViT-G12X4	54.4	Yes	A Billion-scale Foundation Model for Remote Sens...	2023-04-11	-
5	SelectiveMAE+ViT-L	54.31	No	Scaling Efficient Masked Image Modeling on Large...	2024-06-17	Code
6	MAE+MTP(ViT-L+RVSA)	54.17	No	MTP: Advancing Remote Sensing Foundation Model v...	2024-03-20	Code
7	IMP+MTP(InternImage-XL)	54.17	No	MTP: Advancing Remote Sensing Foundation Model v...	2024-03-20	Code
8	AerialFormer-B	54.1	No	AerialFormer: Multi-resolution Transformer for A...	2023-06-12	Code
9	LSKNet-S	54	No	Large Selective Kernel Network for Remote Sensin...	2023-03-16	Code
10	LWGANet L2	53.6	No	LWGANet: A Lightweight Group Attention Backbone ...	2025-01-17	Code
11	LOGCAN++	53.35	No	LOGCAN++: Adaptive Local-global class-aware netw...	2024-06-24	Code
12	LSKNet-T	53.2	No	Large Selective Kernel Network for Remote Sensin...	2023-03-16	Code
13	DecoupleNet D2	53.1	No	-	-	Code
14	Hi-ResNet	52.6	No	Hi-ResNet: Edge Detail Enhancement for High-Reso...	2023-05-22	-
15	ViTAE-B + RVSA-UperNet	52.44	No	Advancing Plain Vision Transformer Towards Remot...	2022-08-08	Code
16	UNetFormer	52.4	No	UNetFormer: A UNet-like Transformer for Efficien...	2021-09-18	Code
17	MAE+MTP(ViT-B+RVSA)	52.39	No	MTP: Advancing Remote Sensing Foundation Model v...	2024-03-20	Code
18	ViT-B + RVSA-UperNet	51.95	No	Advancing Plain Vision Transformer Towards Remot...	2022-08-08	Code
19	HRNetw32	49.79	No	LoveDA: A Remote Sensing Land-Cover Dataset for ...	2021-10-17	Code