Land cover classification on NLCD (test)
69.17AccuracyMoCo Pre-training
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| MoCo Pre-trainingSatellite=Landsats 8-9 (OLI/TIRS), Level=Level-1 (TOA), Backbone=ResNet-50, Frozen Backbones=true2023.06 | 69.17 | 52.87 | |
| ImageNet Pre-trainingSatellite=Landsats 4-5 (TM), Level=Level-1 (TOA), Backbone=ViT-S16, Frozen Backbones=true2023.06 | 68.93 | 52.59 | |
| MoCo Pre-trainingSatellite=Landsats 4-5 (TM), Level=Level-1 (TOA), Backbone=ResNet-50, Frozen Backbones=true2023.06 | 68.75 | 53.28 | |
| MoCo Pre-trainingSatellite=Landsats 8-9 (OLI/TIRS), Level=Level-1 (TOA), Backbone=ResNet-18, Frozen Backbones=true2023.06 | 67.82 | 51.3 | |
| ImageNet Pre-trainingSatellite=Landsats 8-9 (OLI/TIRS), Level=Level-1 (TOA), Backbone=ResNet-50, Frozen Backbones=true2023.06 | 67.73 | 51.2 | |
| MoCo Pre-trainingSatellite=Landsats 4-5 (TM), Level=Level-1 (TOA), Backbone=ResNet-18, Frozen Backbones=true2023.06 | 67.65 | 51.11 | |
| MoCo Pre-trainingSatellite=Landsats 8-9 (OLI/TIRS), Level=Level-2 (SR), Backbone=ResNet-50, Frozen Backbones=true2023.06 | 67.44 | 50.88 | |
| MoCo Pre-trainingSatellite=Landsats 4-5 (TM), Level=Level-1 (TOA), Backbone=ViT-S16, Frozen Backbones=true2023.06 | 67.17 | 50.57 | |
| MoCo Pre-trainingSatellite=Landsats 8-9 (OLI/TIRS), Level=Level-1 (TOA), Backbone=ViT-S16, Frozen Backbones=true2023.06 | 67.11 | 50.49 | |
| MoCo Pre-trainingSatellite=Landsats 8-9 (OLI/TIRS), Level=Level-2 (SR), Backbone=ResNet-18, Frozen Backbones=true2023.06 | 67.01 | 50.39 | |
| SimCLR Pre-trainingSatellite=Landsats 4-5 (TM), Level=Level-1 (TOA), Backbone=ViT-S16, Frozen Backbones=true2023.06 | 66.82 | 50.17 | |
| MoCo Pre-trainingSatellite=Landsats 8-9 (OLI/TIRS), Level=Level-2 (SR), Backbone=ViT-S16, Frozen Backbones=true2023.06 | 66.81 | 50.16 | |
| ImageNet Pre-trainingSatellite=Landsats 4-5 (TM), Level=Level-1 (TOA), Backbone=ResNet-50, Frozen Backbones=true2023.06 | 66.63 | 49.96 | |
| MoCo Pre-trainingSatellite=Landsat 7 (ETM+), Level=Level-1 (TOA), Backbone=ResNet-50, Frozen Backbones=true2023.06 | 66.6 | 49.92 | |
| ImageNet Pre-trainingSatellite=Landsats 8-9 (OLI/TIRS), Level=Level-1 (TOA), Backbone=ResNet-18, Frozen Backbones=true2023.06 | 66.4 | 49.7 | |
| ImageNet Pre-trainingSatellite=Landsats 8-9 (OLI/TIRS), Level=Level-2 (SR), Backbone=ResNet-50, Frozen Backbones=true2023.06 | 66.29 | 49.58 | |
| SimCLR Pre-trainingSatellite=Landsats 8-9 (OLI/TIRS), Level=Level-1 (TOA), Backbone=ViT-S16, Frozen Backbones=true2023.06 | 66.12 | 49.39 | |
| ImageNet Pre-trainingSatellite=Landsat 7 (ETM+), Level=Level-1 (TOA), Backbone=ResNet-18, Frozen Backbones=true2023.06 | 66.11 | 49.38 | |
| ImageNet Pre-trainingSatellite=Landsats 8-9 (OLI/TIRS), Level=Level-2 (SR), Backbone=ViT-S16, Frozen Backbones=true2023.06 | 65.71 | 48.93 | |
| ImageNet Pre-trainingSatellite=Landsats 4-5 (TM), Level=Level-1 (TOA), Backbone=ResNet-18, Frozen Backbones=true2023.06 | 65.63 | 48.84 | |
| ImageNet Pre-trainingSatellite=Landsats 8-9 (OLI/TIRS), Level=Level-1 (TOA), Backbone=ViT-S16, Frozen Backbones=true2023.06 | 65.52 | 48.72 | |
| ImageNet Pre-trainingSatellite=Landsats 8-9 (OLI/TIRS), Level=Level-2 (SR), Backbone=ResNet-18, Frozen Backbones=true2023.06 | 65.46 | 48.65 | |
| MoCo Pre-trainingSatellite=Landsat 7 (ETM+), Level=Level-1 (TOA), Backbone=ResNet-18, Frozen Backbones=true2023.06 | 65.22 | 48.39 | |
| SimCLR Pre-trainingSatellite=Landsats 8-9 (OLI/TIRS), Level=Level-2 (SR), Backbone=ViT-S16, Frozen Backbones=true2023.06 | 65.04 | 48.2 | |
| SimCLR Pre-trainingSatellite=Landsats 8-9 (OLI/TIRS), Level=Level-1 (TOA), Backbone=ResNet-50, Frozen Backbones=true2023.06 | 64.66 | 47.78 | |
| MoCo Pre-trainingSatellite=Landsat 7 (ETM+), Level=Level-2 (SR), Backbone=ResNet-50, Frozen Backbones=true2023.06 | 64.37 | 47.46 | |
| ImageNet Pre-trainingSatellite=Landsat 7 (ETM+), Level=Level-2 (SR), Backbone=ResNet-50, Frozen Backbones=true2023.06 | 64.29 | 47.38 | |
| MoCo Pre-trainingSatellite=Landsat 7 (ETM+), Level=Level-2 (SR), Backbone=ResNet-18, Frozen Backbones=true2023.06 | 64.18 | 47.25 | |
| MoCo Pre-trainingSatellite=Landsat 7 (ETM+), Level=Level-2 (SR), Backbone=ViT-S16, Frozen Backbones=true2023.06 | 64.09 | 47.21 | |
| ImageNet Pre-trainingSatellite=Landsat 7 (ETM+), Level=Level-1 (TOA), Backbone=ResNet-50, Frozen Backbones=true2023.06 | 64.01 | 47.06 | |
| SimCLR Pre-trainingSatellite=Landsat 7 (ETM+), Level=Level-2 (SR), Backbone=ViT-S16, Frozen Backbones=true2023.06 | 63.99 | 47.05 | |
| MoCo Pre-trainingSatellite=Landsat 7 (ETM+), Level=Level-1 (TOA), Backbone=ViT-S16, Frozen Backbones=true2023.06 | 63.75 | 46.79 | |
| SimCLR Pre-trainingSatellite=Landsats 8-9 (OLI/TIRS), Level=Level-2 (SR), Backbone=ResNet-50, Frozen Backbones=true2023.06 | 63.65 | 46.68 | |
| ImageNet Pre-trainingSatellite=Landsat 7 (ETM+), Level=Level-2 (SR), Backbone=ViT-S16, Frozen Backbones=true2023.06 | 63.54 | 46.56 | |
| ImageNet Pre-trainingSatellite=Landsat 7 (ETM+), Level=Level-2 (SR), Backbone=ResNet-18, Frozen Backbones=true2023.06 | 63.34 | 46.34 | |
| SimCLR Pre-trainingSatellite=Landsat 7 (ETM+), Level=Level-1 (TOA), Backbone=ViT-S16, Frozen Backbones=true2023.06 | 63.33 | 46.34 | |
| SimCLR Pre-trainingSatellite=Landsats 8-9 (OLI/TIRS), Level=Level-1 (TOA), Backbone=ResNet-18, Frozen Backbones=true2023.06 | 62.14 | 45.08 | |
| ImageNet Pre-trainingSatellite=Landsat 7 (ETM+), Level=Level-1 (TOA), Backbone=ViT-S16, Frozen Backbones=true2023.06 | 62.06 | 45.01 | |
| SimCLR Pre-trainingSatellite=Landsats 4-5 (TM), Level=Level-1 (TOA), Backbone=ResNet-50, Frozen Backbones=true2023.06 | 62.05 | 44.98 | |
| SimCLR Pre-trainingSatellite=Landsats 4-5 (TM), Level=Level-1 (TOA), Backbone=ResNet-18, Frozen Backbones=true2023.06 | 60.86 | 43.74 | |
| SimCLR Pre-trainingSatellite=Landsats 8-9 (OLI/TIRS), Level=Level-2 (SR), Backbone=ResNet-18, Frozen Backbones=true2023.06 | 59.93 | 42.79 | |
| SimCLR Pre-trainingSatellite=Landsat 7 (ETM+), Level=Level-1 (TOA), Backbone=ResNet-18, Frozen Backbones=true2023.06 | 58.76 | 41.6 | |
| SimCLR Pre-trainingSatellite=Landsat 7 (ETM+), Level=Level-2 (SR), Backbone=ResNet-50, Frozen Backbones=true2023.06 | 57.79 | 40.64 | |
| SimCLR Pre-trainingSatellite=Landsat 7 (ETM+), Level=Level-2 (SR), Backbone=ResNet-18, Frozen Backbones=true2023.06 | 57.26 | 40.11 | |
| SimCLR Pre-trainingSatellite=Landsat 7 (ETM+), Level=Level-1 (TOA), Backbone=ResNet-50, Frozen Backbones=true2023.06 | 57.17 | 40.02 |