Land cover classification on CDL (test)
69.45AccuracyMoCo Pre-training
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| MoCo Pre-trainingSatellite=Landsats 4-5 (TM), Level=Level-1 (TOA), Backbone=ResNet-50, Frozen Backbones=true2023.06 | 69.45 | 53.2 | |
| MoCo Pre-trainingSatellite=Landsats 4-5 (TM), Level=Level-1 (TOA), Backbone=ResNet-18, Frozen Backbones=true2023.06 | 68.7 | 52.32 | |
| ImageNet Pre-trainingSatellite=Landsats 4-5 (TM), Level=Level-1 (TOA), Backbone=ViT-S16, Frozen Backbones=true2023.06 | 68.27 | 51.83 | |
| MoCo Pre-trainingSatellite=Landsats 8-9 (OLI/TIRS), Level=Level-2 (SR), Backbone=ResNet-18, Frozen Backbones=true2023.06 | 68.05 | 51.57 | |
| MoCo Pre-trainingSatellite=Landsats 4-5 (TM), Level=Level-1 (TOA), Backbone=ViT-S16, Frozen Backbones=true2023.06 | 67.6 | 51.07 | |
| ImageNet Pre-trainingSatellite=Landsats 4-5 (TM), Level=Level-1 (TOA), Backbone=ResNet-50, Frozen Backbones=true2023.06 | 67.42 | 50.85 | |
| MoCo Pre-trainingSatellite=Landsat 7 (ETM+), Level=Level-2 (SR), Backbone=ResNet-18, Frozen Backbones=true2023.06 | 67.3 | 50.71 | |
| MoCo Pre-trainingSatellite=Landsats 8-9 (OLI/TIRS), Level=Level-1 (TOA), Backbone=ResNet-50, Frozen Backbones=true2023.06 | 67.29 | 50.7 | |
| SimCLR Pre-trainingSatellite=Landsats 4-5 (TM), Level=Level-1 (TOA), Backbone=ViT-S16, Frozen Backbones=true2023.06 | 66.92 | 50.28 | |
| ImageNet Pre-trainingSatellite=Landsats 8-9 (OLI/TIRS), Level=Level-1 (TOA), Backbone=ResNet-50, Frozen Backbones=true2023.06 | 66.45 | 49.76 | |
| ImageNet Pre-trainingSatellite=Landsat 7 (ETM+), Level=Level-1 (TOA), Backbone=ResNet-50, Frozen Backbones=true2023.06 | 66.23 | 49.51 | |
| ImageNet Pre-trainingSatellite=Landsats 4-5 (TM), Level=Level-1 (TOA), Backbone=ResNet-18, Frozen Backbones=true2023.06 | 66.11 | 49.38 | |
| MoCo Pre-trainingSatellite=Landsats 8-9 (OLI/TIRS), Level=Level-2 (SR), Backbone=ResNet-50, Frozen Backbones=true2023.06 | 65.96 | 49.21 | |
| ImageNet Pre-trainingSatellite=Landsat 7 (ETM+), Level=Level-1 (TOA), Backbone=ResNet-18, Frozen Backbones=true2023.06 | 65.84 | 49.08 | |
| MoCo Pre-trainingSatellite=Landsats 8-9 (OLI/TIRS), Level=Level-1 (TOA), Backbone=ResNet-18, Frozen Backbones=true2023.06 | 65.74 | 48.96 | |
| ImageNet Pre-trainingSatellite=Landsats 8-9 (OLI/TIRS), Level=Level-1 (TOA), Backbone=ResNet-18, Frozen Backbones=true2023.06 | 65.21 | 48.38 | |
| MoCo Pre-trainingSatellite=Landsats 8-9 (OLI/TIRS), Level=Level-1 (TOA), Backbone=ViT-S16, Frozen Backbones=true2023.06 | 64.62 | 47.73 | |
| ImageNet Pre-trainingSatellite=Landsats 8-9 (OLI/TIRS), Level=Level-2 (SR), Backbone=ResNet-50, Frozen Backbones=true2023.06 | 64.17 | 47.24 | |
| MoCo Pre-trainingSatellite=Landsats 8-9 (OLI/TIRS), Level=Level-2 (SR), Backbone=ViT-S16, Frozen Backbones=true2023.06 | 64.17 | 47.24 | |
| MoCo Pre-trainingSatellite=Landsat 7 (ETM+), Level=Level-1 (TOA), Backbone=ResNet-50, Frozen Backbones=true2023.06 | 64.12 | 47.19 | |
| SimCLR Pre-trainingSatellite=Landsats 8-9 (OLI/TIRS), Level=Level-1 (TOA), Backbone=ViT-S16, Frozen Backbones=true2023.06 | 63.88 | 46.94 | |
| ImageNet Pre-trainingSatellite=Landsats 8-9 (OLI/TIRS), Level=Level-2 (SR), Backbone=ResNet-18, Frozen Backbones=true2023.06 | 62.88 | 45.85 | |
| MoCo Pre-trainingSatellite=Landsat 7 (ETM+), Level=Level-1 (TOA), Backbone=ResNet-18, Frozen Backbones=true2023.06 | 62.84 | 45.81 | |
| SimCLR Pre-trainingSatellite=Landsats 4-5 (TM), Level=Level-1 (TOA), Backbone=ResNet-50, Frozen Backbones=true2023.06 | 62.8 | 45.77 | |
| ImageNet Pre-trainingSatellite=Landsats 8-9 (OLI/TIRS), Level=Level-2 (SR), Backbone=ViT-S16, Frozen Backbones=true2023.06 | 62.78 | 45.75 | |
| SimCLR Pre-trainingSatellite=Landsats 8-9 (OLI/TIRS), Level=Level-2 (SR), Backbone=ViT-S16, Frozen Backbones=true2023.06 | 62.61 | 45.46 | |
| ImageNet Pre-trainingSatellite=Landsats 8-9 (OLI/TIRS), Level=Level-1 (TOA), Backbone=ViT-S16, Frozen Backbones=true2023.06 | 62.38 | 45.33 | |
| MoCo Pre-trainingSatellite=Landsat 7 (ETM+), Level=Level-2 (SR), Backbone=ResNet-50, Frozen Backbones=true2023.06 | 62.35 | 45.3 | |
| SimCLR Pre-trainingSatellite=Landsats 8-9 (OLI/TIRS), Level=Level-1 (TOA), Backbone=ResNet-50, Frozen Backbones=true2023.06 | 62.08 | 45.01 | |
| SimCLR Pre-trainingSatellite=Landsats 4-5 (TM), Level=Level-1 (TOA), Backbone=ResNet-18, Frozen Backbones=true2023.06 | 61.94 | 44.86 | |
| ImageNet Pre-trainingSatellite=Landsat 7 (ETM+), Level=Level-2 (SR), Backbone=ResNet-50, Frozen Backbones=true2023.06 | 61.66 | 44.57 | |
| MoCo Pre-trainingSatellite=Landsat 7 (ETM+), Level=Level-1 (TOA), Backbone=ViT-S16, Frozen Backbones=true2023.06 | 60.88 | 43.7 | |
| ImageNet Pre-trainingSatellite=Landsat 7 (ETM+), Level=Level-2 (SR), Backbone=ResNet-18, Frozen Backbones=true2023.06 | 60.7 | 43.58 | |
| SimCLR Pre-trainingSatellite=Landsats 8-9 (OLI/TIRS), Level=Level-1 (TOA), Backbone=ResNet-18, Frozen Backbones=true2023.06 | 60.01 | 42.86 | |
| SimCLR Pre-trainingSatellite=Landsats 8-9 (OLI/TIRS), Level=Level-2 (SR), Backbone=ResNet-50, Frozen Backbones=true2023.06 | 60.01 | 43.17 | |
| SimCLR Pre-trainingSatellite=Landsat 7 (ETM+), Level=Level-1 (TOA), Backbone=ViT-S16, Frozen Backbones=true2023.06 | 59.06 | 41.91 | |
| ImageNet Pre-trainingSatellite=Landsat 7 (ETM+), Level=Level-1 (TOA), Backbone=ViT-S16, Frozen Backbones=true2023.06 | 57.67 | 40.52 | |
| SimCLR Pre-trainingSatellite=Landsats 8-9 (OLI/TIRS), Level=Level-2 (SR), Backbone=ResNet-18, Frozen Backbones=true2023.06 | 57.44 | 40.3 | |
| SimCLR Pre-trainingSatellite=Landsat 7 (ETM+), Level=Level-1 (TOA), Backbone=ResNet-18, Frozen Backbones=true2023.06 | 56.47 | 39.34 | |
| SimCLR Pre-trainingSatellite=Landsat 7 (ETM+), Level=Level-2 (SR), Backbone=ResNet-50, Frozen Backbones=true2023.06 | 55.69 | 38.59 | |
| SimCLR Pre-trainingSatellite=Landsat 7 (ETM+), Level=Level-1 (TOA), Backbone=ResNet-50, Frozen Backbones=true2023.06 | 54.95 | 37.88 | |
| SimCLR Pre-trainingSatellite=Landsat 7 (ETM+), Level=Level-2 (SR), Backbone=ResNet-18, Frozen Backbones=true2023.06 | 54.42 | 37.48 | |
| SimCLR Pre-trainingSatellite=Landsat 7 (ETM+), Level=Level-2 (SR), Backbone=ViT-S16, Frozen Backbones=true2023.06 | 53.17 | 36.21 | |
| MoCo Pre-trainingSatellite=Landsat 7 (ETM+), Level=Level-2 (SR), Backbone=ViT-S16, Frozen Backbones=true2023.06 | 52.37 | 35.48 | |
| ImageNet Pre-trainingSatellite=Landsat 7 (ETM+), Level=Level-2 (SR), Backbone=ViT-S16, Frozen Backbones=true2023.06 | 51.38 | 34.57 |