10-shot image generation on SpaceNet 1

Metric: Mean IoU (higher is better)

LeaderboardDataset

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#	Model↕	Mean IoU▼	Extra Data	Paper	Date↕	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

#1MAE+MTP(ViT-L)SOTA
79.69
Mean IoU· Extra Data· 2024-03-20
MTP: Advancing Remote Sensing Foundation Model via Multi-Task Pretraining Code
#2MAE+MTP(ViT-B+RVSA)
79.63
Mean IoU· Extra Data· 2024-03-20
MTP: Advancing Remote Sensing Foundation Model via Multi-Task Pretraining Code
#3MAE+MTP(ViT-L+RVSA)
79.54
Mean IoU· Extra Data· 2024-03-20
MTP: Advancing Remote Sensing Foundation Model via Multi-Task Pretraining Code
#4SelectiveMAE+ViT-B
79.5
Mean IoU· Extra Data· 2024-06-17
Scaling Efficient Masked Image Modeling on Large Remote Sensing Dataset Code
#5IMP+MTP(InternImage-XL)
79.16
Mean IoU· Extra Data· 2024-03-20
MTP: Advancing Remote Sensing Foundation Model via Multi-Task Pretraining Code
#6PSANet w/ ResNet50 - FMoW self-supervised pre-training w/ MoCo-V2 + Temporal PositivesSOTA
78.48
Mean IoU· Extra Data· 2020-11-19
Geography-Aware Self-Supervised Learning Code
#7PSANet 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
#8PSANet w/ ResNet50 backbone - FMoW pretrained
75.57
Mean IoU· Extra Data· 2020-11-19
Geography-Aware Self-Supervised Learning Code
#9PSANet w/ ResNet50 backbone - ImageNet pretrained
75.23
Mean IoU· Extra Data· 2020-11-19
Geography-Aware Self-Supervised Learning Code
#10PSANet w/ ResNet50 backbone
74.93
Mean IoU· 2020-11-19
Geography-Aware Self-Supervised Learning Code