ML Research Wiki / Benchmarks / Semantic Segmentation / SpaceNet 1

SpaceNet 1

Semantic Segmentation Benchmark

Performance Over Time

📊 Showing 10 results | 📏 Metric: Mean IoU

Top Performing Models

Rank Model Paper Mean IoU Date Code
1 MAE+MTP(ViT-L) 📚 MTP: Advancing Remote Sensing Foundation Model via Multi-Task Pretraining 79.69 2024-03-20 📦 vitae-transformer/mtp 📦 cuzyoung/crossearth
2 MAE+MTP(ViT-B+RVSA) 📚 MTP: Advancing Remote Sensing Foundation Model via Multi-Task Pretraining 79.63 2024-03-20 📦 vitae-transformer/mtp 📦 cuzyoung/crossearth
3 MAE+MTP(ViT-L+RVSA) 📚 MTP: Advancing Remote Sensing Foundation Model via Multi-Task Pretraining 79.54 2024-03-20 📦 vitae-transformer/mtp 📦 cuzyoung/crossearth
4 SelectiveMAE+ViT-B 📚 Scaling Efficient Masked Image Modeling on Large Remote Sensing Dataset 79.50 2024-06-17 📦 Fengxiang23/SelectiveMAE
5 IMP+MTP(InternImage-XL) 📚 MTP: Advancing Remote Sensing Foundation Model via Multi-Task Pretraining 79.16 2024-03-20 📦 vitae-transformer/mtp 📦 cuzyoung/crossearth
6 PSANet w/ ResNet50 - FMoW self-supervised pre-training w/ MoCo-V2 + Temporal Positives 📚 Geography-Aware Self-Supervised Learning 78.48 2020-11-19 📦 sustainlab-group/geography-aware-ssl
7 PSANet w/ ResNet50 backbone - FMoW self-supervised pre-training w/ MoCo-V2 📚 Geography-Aware Self-Supervised Learning 78.05 2020-11-19 📦 sustainlab-group/geography-aware-ssl
8 PSANet w/ ResNet50 backbone - FMoW pretrained 📚 Geography-Aware Self-Supervised Learning 75.57 2020-11-19 📦 sustainlab-group/geography-aware-ssl
9 PSANet w/ ResNet50 backbone - ImageNet pretrained 📚 Geography-Aware Self-Supervised Learning 75.23 2020-11-19 📦 sustainlab-group/geography-aware-ssl
10 PSANet w/ ResNet50 backbone Geography-Aware Self-Supervised Learning 74.93 2020-11-19 📦 sustainlab-group/geography-aware-ssl

All Papers (10)

Geography-Aware Self-Supervised Learning

2020
PSANet w/ ResNet50 - FMoW self-supervised pre-training w/ MoCo-V2 + Temporal Positives

Geography-Aware Self-Supervised Learning

2020
PSANet w/ ResNet50 backbone - FMoW self-supervised pre-training w/ MoCo-V2

Geography-Aware Self-Supervised Learning

2020
PSANet w/ ResNet50 backbone - ImageNet pretrained