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10-shot image generation
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LoveDA
10-shot image generation on LoveDA
Metric: Category mIoU (higher is better)
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Category mIoU (best first)
Category mIoU (worst first)
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Date (oldest first)
Model name (A→Z)
#
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
#1
U-Net (MaxViT-S)
56.16
Category mIoU
No paper
#2
D2LS
SOTA
55.3
Category mIoU
· 2025-03-09
Dynamic Dictionary Learning for Remote Sensing Image Segmentation
Code
#3
SFA-Net
54.9
Category mIoU
No paper
Code
#4
ViT-G12X4
SOTA
54.4
Category mIoU
· Extra Data
· 2023-04-11
A Billion-scale Foundation Model for Remote Sensing Images
#5
SelectiveMAE+ViT-L
54.31
Category mIoU
· 2024-06-17
Scaling Efficient Masked Image Modeling on Large Remote Sensing Dataset
Code
#6
MAE+MTP(ViT-L+RVSA)
54.17
Category mIoU
· 2024-03-20
MTP: Advancing Remote Sensing Foundation Model via Multi-Task Pretraining
Code
#7
IMP+MTP(InternImage-XL)
54.17
Category mIoU
· 2024-03-20
MTP: Advancing Remote Sensing Foundation Model via Multi-Task Pretraining
Code
#8
AerialFormer-B
54.1
Category mIoU
· 2023-06-12
AerialFormer: Multi-resolution Transformer for Aerial Image Segmentation
Code
#9
LSKNet-S
SOTA
54
Category mIoU
· 2023-03-16
Large Selective Kernel Network for Remote Sensing Object Detection
Code
#10
LWGANet L2
53.6
Category mIoU
· 2025-01-17
LWGANet: A Lightweight Group Attention Backbone for Remote Sensing Visual Tasks
Code
#11
LOGCAN++
53.35
Category mIoU
· 2024-06-24
LOGCAN++: Adaptive Local-global class-aware network for semantic segmentation of remote sensing imagery
Code
#12
LSKNet-T
53.2
Category mIoU
· 2023-03-16
Large Selective Kernel Network for Remote Sensing Object Detection
Code
#13
DecoupleNet D2
53.1
Category mIoU
No paper
Code
#14
Hi-ResNet
52.6
Category mIoU
· 2023-05-22
Hi-ResNet: Edge Detail Enhancement for High-Resolution Remote Sensing Segmentation
#15
ViTAE-B + RVSA-UperNet
SOTA
52.44
Category mIoU
· 2022-08-08
Advancing Plain Vision Transformer Towards Remote Sensing Foundation Model
Code
#16
UNetFormer
SOTA
52.4
Category mIoU
· 2021-09-18
UNetFormer: A UNet-like Transformer for Efficient Semantic Segmentation of Remote Sensing Urban Scene Imagery
Code
#17
MAE+MTP(ViT-B+RVSA)
52.39
Category mIoU
· 2024-03-20
MTP: Advancing Remote Sensing Foundation Model via Multi-Task Pretraining
Code
#18
ViT-B + RVSA-UperNet
51.95
Category mIoU
· 2022-08-08
Advancing Plain Vision Transformer Towards Remote Sensing Foundation Model
Code
#19
HRNetw32
49.79
Category mIoU
· 2021-10-17
LoveDA: A Remote Sensing Land-Cover Dataset for Domain Adaptive Semantic Segmentation
Code