Semantic Segmentation on Archaeoscape
57.8mIoUSwinV2 + relay tokens
Evaluation results
| Method | Links | |
|---|---|---|
| SwinV2 + relay tokensBackbone=SwinV2, Scaling strategy=MS: 256 + 1024 ↓ 42026.01 | 57.8 | |
| Flatten Swin + relay tokensBackbone=Flatten Swin, Scaling strategy=MS: 256 + 1024 ↓ 42026.01 | 55.2 | |
| GLAM + relay tokensBackbone=GLAM, Scaling strategy=MS: 256 + 1024 ↓ 42026.01 | 53.8 | |
| Flatten SwinBackbone=Flatten Swin, Scaling strategy=SW: 2562026.01 | 53.4 | |
| GLAMBackbone=GLAM, Scaling strategy=SW: 2562026.01 | 52.5 | |
| PvTv2Backbone=PvTv2, Scaling strategy=SW: 2562026.01 | 52.1 | |
| SOTA2026.01 | 52.1 | |
| SwinV2Backbone=SwinV2, Scaling strategy=SW: 2562026.01 | 51.9 | |
| U-NetBackbone=U-Net, Scaling strategy=SW: 5122026.01 | 49.9 | |
| DeepLabv3Backbone=DeepLabv3, Scaling strategy=SW: 5122026.01 | 49.7 | |
| ViT + relay tokensBackbone=ViT, Scaling strategy=MS: 256 + 1024 ↓ 42026.01 | 46.7 | |
| ViTBackbone=ViT, Scaling strategy=SW: 2562026.01 | 46.5 | |
| Vision MambaBackbone=Vision Mamba, Scaling strategy=SW: 10242026.01 | 45.9 | |
| ISDnetBackbone=ISDnet, Scaling strategy=MS: full + full ↓ 42026.01 | 43.6 | |
| xTBackbone=xT, Scaling strategy=SW: 10242026.01 | 40.6 |