HyperAI

Semantic Segmentation On Spacenet 1

Metrics

Mean IoU

Results

Performance results of various models on this benchmark

Model Name
Mean IoU
Paper TitleRepository
PSANet w/ ResNet50 - FMoW self-supervised pre-training w/ MoCo-V2 + Temporal Positives78.48Geography-Aware Self-Supervised Learning
MAE+MTP(ViT-L+RVSA)79.54MTP: Advancing Remote Sensing Foundation Model via Multi-Task Pretraining
MAE+MTP(ViT-L)79.69MTP: Advancing Remote Sensing Foundation Model via Multi-Task Pretraining
PSANet w/ ResNet50 backbone - ImageNet pretrained75.23Geography-Aware Self-Supervised Learning
PSANet w/ ResNet50 backbone - FMoW pretrained75.57Geography-Aware Self-Supervised Learning
IMP+MTP(InternImage-XL)79.16MTP: Advancing Remote Sensing Foundation Model via Multi-Task Pretraining
SelectiveMAE+ViT-B79.50Scaling Efficient Masked Image Modeling on Large Remote Sensing Dataset
PSANet w/ ResNet50 backbone74.93Geography-Aware Self-Supervised Learning
MAE+MTP(ViT-B+RVSA)79.63MTP: Advancing Remote Sensing Foundation Model via Multi-Task Pretraining
PSANet w/ ResNet50 backbone - FMoW self-supervised pre-training w/ MoCo-V278.05Geography-Aware Self-Supervised Learning
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