10-shot image generation on LoveDA

Metric: Category mIoU (higher is better)

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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

#1U-Net (MaxViT-S)
56.16
Category mIoU
No paper
#2D2LSSOTA
55.3
Category mIoU· 2025-03-09
Dynamic Dictionary Learning for Remote Sensing Image Segmentation Code
#3SFA-Net
54.9
Category mIoU
No paperCode
#4ViT-G12X4SOTA
54.4
Category mIoU· Extra Data· 2023-04-11
A Billion-scale Foundation Model for Remote Sensing Images
#5SelectiveMAE+ViT-L
54.31
Category mIoU· 2024-06-17
Scaling Efficient Masked Image Modeling on Large Remote Sensing Dataset Code
#6MAE+MTP(ViT-L+RVSA)
54.17
Category mIoU· 2024-03-20
MTP: Advancing Remote Sensing Foundation Model via Multi-Task Pretraining Code
#7IMP+MTP(InternImage-XL)
54.17
Category mIoU· 2024-03-20
MTP: Advancing Remote Sensing Foundation Model via Multi-Task Pretraining Code
#8AerialFormer-B
54.1
Category mIoU· 2023-06-12
AerialFormer: Multi-resolution Transformer for Aerial Image Segmentation Code
#9LSKNet-SSOTA
54
Category mIoU· 2023-03-16
Large Selective Kernel Network for Remote Sensing Object Detection Code
#10LWGANet L2
53.6
Category mIoU· 2025-01-17
LWGANet: A Lightweight Group Attention Backbone for Remote Sensing Visual Tasks Code
#11LOGCAN++
53.35
Category mIoU· 2024-06-24
LOGCAN++: Adaptive Local-global class-aware network for semantic segmentation of remote sensing imagery Code
#12LSKNet-T
53.2
Category mIoU· 2023-03-16
Large Selective Kernel Network for Remote Sensing Object Detection Code
#13DecoupleNet D2
53.1
Category mIoU
No paperCode
#14Hi-ResNet
52.6
Category mIoU· 2023-05-22
Hi-ResNet: Edge Detail Enhancement for High-Resolution Remote Sensing Segmentation
#15ViTAE-B + RVSA-UperNetSOTA
52.44
Category mIoU· 2022-08-08
Advancing Plain Vision Transformer Towards Remote Sensing Foundation Model Code
#16UNetFormerSOTA
52.4
Category mIoU· 2021-09-18
UNetFormer: A UNet-like Transformer for Efficient Semantic Segmentation of Remote Sensing Urban Scene Imagery Code
#17MAE+MTP(ViT-B+RVSA)
52.39
Category mIoU· 2024-03-20
MTP: Advancing Remote Sensing Foundation Model via Multi-Task Pretraining Code
#18ViT-B + RVSA-UperNet
51.95
Category mIoU· 2022-08-08
Advancing Plain Vision Transformer Towards Remote Sensing Foundation Model Code
#19HRNetw32
49.79
Category mIoU· 2021-10-17
LoveDA: A Remote Sensing Land-Cover Dataset for Domain Adaptive Semantic Segmentation Code