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10-shot image generation
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SpaceNet 1
10-shot image generation on SpaceNet 1
Metric: Mean IoU (higher is better)
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Model
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Mean IoU
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Extra Data
Paper
Date
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Code
1
MAE+MTP(ViT-L)
79.69
Yes
MTP: Advancing Remote Sensing Foundation Model v...
2024-03-20
Code
2
MAE+MTP(ViT-B+RVSA)
79.63
Yes
MTP: Advancing Remote Sensing Foundation Model v...
2024-03-20
Code
3
MAE+MTP(ViT-L+RVSA)
79.54
Yes
MTP: Advancing Remote Sensing Foundation Model v...
2024-03-20
Code
4
SelectiveMAE+ViT-B
79.5
Yes
Scaling Efficient Masked Image Modeling on Large...
2024-06-17
Code
5
IMP+MTP(InternImage-XL)
79.16
Yes
MTP: Advancing Remote Sensing Foundation Model v...
2024-03-20
Code
6
PSANet w/ ResNet50 - FMoW self-supervised pre-training w/ MoCo-V2 + Temporal Positives
78.48
Yes
Geography-Aware Self-Supervised Learning
2020-11-19
Code
7
PSANet w/ ResNet50 backbone - FMoW self-supervised pre-training w/ MoCo-V2
78.05
Yes
Geography-Aware Self-Supervised Learning
2020-11-19
Code
8
PSANet w/ ResNet50 backbone - FMoW pretrained
75.57
Yes
Geography-Aware Self-Supervised Learning
2020-11-19
Code
9
PSANet w/ ResNet50 backbone - ImageNet pretrained
75.23
Yes
Geography-Aware Self-Supervised Learning
2020-11-19
Code
10
PSANet w/ ResNet50 backbone
74.93
No
Geography-Aware Self-Supervised Learning
2020-11-19
Code
#1
MAE+MTP(ViT-L)
SOTA
79.69
Mean IoU
· Extra Data
· 2024-03-20
MTP: Advancing Remote Sensing Foundation Model via Multi-Task Pretraining
Code
#2
MAE+MTP(ViT-B+RVSA)
79.63
Mean IoU
· Extra Data
· 2024-03-20
MTP: Advancing Remote Sensing Foundation Model via Multi-Task Pretraining
Code
#3
MAE+MTP(ViT-L+RVSA)
79.54
Mean IoU
· Extra Data
· 2024-03-20
MTP: Advancing Remote Sensing Foundation Model via Multi-Task Pretraining
Code
#4
SelectiveMAE+ViT-B
79.5
Mean IoU
· Extra Data
· 2024-06-17
Scaling Efficient Masked Image Modeling on Large Remote Sensing Dataset
Code
#5
IMP+MTP(InternImage-XL)
79.16
Mean IoU
· Extra Data
· 2024-03-20
MTP: Advancing Remote Sensing Foundation Model via Multi-Task Pretraining
Code
#6
PSANet w/ ResNet50 - FMoW self-supervised pre-training w/ MoCo-V2 + Temporal Positives
SOTA
78.48
Mean IoU
· Extra Data
· 2020-11-19
Geography-Aware Self-Supervised Learning
Code
#7
PSANet w/ ResNet50 backbone - FMoW self-supervised pre-training w/ MoCo-V2
78.05
Mean IoU
· Extra Data
· 2020-11-19
Geography-Aware Self-Supervised Learning
Code
#8
PSANet w/ ResNet50 backbone - FMoW pretrained
75.57
Mean IoU
· Extra Data
· 2020-11-19
Geography-Aware Self-Supervised Learning
Code
#9
PSANet w/ ResNet50 backbone - ImageNet pretrained
75.23
Mean IoU
· Extra Data
· 2020-11-19
Geography-Aware Self-Supervised Learning
Code
#10
PSANet w/ ResNet50 backbone
74.93
Mean IoU
· 2020-11-19
Geography-Aware Self-Supervised Learning
Code