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ResearchFormerly WizWand

Land cover classification on NLCD (test)

69.17AccuracyMoCo Pre-training
56.6959.9363.1766.41Jun 15, 2023
Updated 8mo ago

Evaluation results

MethodLinks
MoCo Pre-trainingSatellite=Landsats 8-9 (OLI/TIRS), Level=Level-1 (TOA), Backbone=ResNet-50, Frozen Backbones=true2023.0669.1752.87
ImageNet Pre-trainingSatellite=Landsats 4-5 (TM), Level=Level-1 (TOA), Backbone=ViT-S16, Frozen Backbones=true2023.0668.9352.59
MoCo Pre-trainingSatellite=Landsats 4-5 (TM), Level=Level-1 (TOA), Backbone=ResNet-50, Frozen Backbones=true2023.0668.7553.28
MoCo Pre-trainingSatellite=Landsats 8-9 (OLI/TIRS), Level=Level-1 (TOA), Backbone=ResNet-18, Frozen Backbones=true2023.0667.8251.3
ImageNet Pre-trainingSatellite=Landsats 8-9 (OLI/TIRS), Level=Level-1 (TOA), Backbone=ResNet-50, Frozen Backbones=true2023.0667.7351.2
MoCo Pre-trainingSatellite=Landsats 4-5 (TM), Level=Level-1 (TOA), Backbone=ResNet-18, Frozen Backbones=true2023.0667.6551.11
MoCo Pre-trainingSatellite=Landsats 8-9 (OLI/TIRS), Level=Level-2 (SR), Backbone=ResNet-50, Frozen Backbones=true2023.0667.4450.88
MoCo Pre-trainingSatellite=Landsats 4-5 (TM), Level=Level-1 (TOA), Backbone=ViT-S16, Frozen Backbones=true2023.0667.1750.57
MoCo Pre-trainingSatellite=Landsats 8-9 (OLI/TIRS), Level=Level-1 (TOA), Backbone=ViT-S16, Frozen Backbones=true2023.0667.1150.49
MoCo Pre-trainingSatellite=Landsats 8-9 (OLI/TIRS), Level=Level-2 (SR), Backbone=ResNet-18, Frozen Backbones=true2023.0667.0150.39
SimCLR Pre-trainingSatellite=Landsats 4-5 (TM), Level=Level-1 (TOA), Backbone=ViT-S16, Frozen Backbones=true2023.0666.8250.17
MoCo Pre-trainingSatellite=Landsats 8-9 (OLI/TIRS), Level=Level-2 (SR), Backbone=ViT-S16, Frozen Backbones=true2023.0666.8150.16
ImageNet Pre-trainingSatellite=Landsats 4-5 (TM), Level=Level-1 (TOA), Backbone=ResNet-50, Frozen Backbones=true2023.0666.6349.96
MoCo Pre-trainingSatellite=Landsat 7 (ETM+), Level=Level-1 (TOA), Backbone=ResNet-50, Frozen Backbones=true2023.0666.649.92
ImageNet Pre-trainingSatellite=Landsats 8-9 (OLI/TIRS), Level=Level-1 (TOA), Backbone=ResNet-18, Frozen Backbones=true2023.0666.449.7
ImageNet Pre-trainingSatellite=Landsats 8-9 (OLI/TIRS), Level=Level-2 (SR), Backbone=ResNet-50, Frozen Backbones=true2023.0666.2949.58
SimCLR Pre-trainingSatellite=Landsats 8-9 (OLI/TIRS), Level=Level-1 (TOA), Backbone=ViT-S16, Frozen Backbones=true2023.0666.1249.39
ImageNet Pre-trainingSatellite=Landsat 7 (ETM+), Level=Level-1 (TOA), Backbone=ResNet-18, Frozen Backbones=true2023.0666.1149.38
ImageNet Pre-trainingSatellite=Landsats 8-9 (OLI/TIRS), Level=Level-2 (SR), Backbone=ViT-S16, Frozen Backbones=true2023.0665.7148.93
ImageNet Pre-trainingSatellite=Landsats 4-5 (TM), Level=Level-1 (TOA), Backbone=ResNet-18, Frozen Backbones=true2023.0665.6348.84
ImageNet Pre-trainingSatellite=Landsats 8-9 (OLI/TIRS), Level=Level-1 (TOA), Backbone=ViT-S16, Frozen Backbones=true2023.0665.5248.72
ImageNet Pre-trainingSatellite=Landsats 8-9 (OLI/TIRS), Level=Level-2 (SR), Backbone=ResNet-18, Frozen Backbones=true2023.0665.4648.65
MoCo Pre-trainingSatellite=Landsat 7 (ETM+), Level=Level-1 (TOA), Backbone=ResNet-18, Frozen Backbones=true2023.0665.2248.39
SimCLR Pre-trainingSatellite=Landsats 8-9 (OLI/TIRS), Level=Level-2 (SR), Backbone=ViT-S16, Frozen Backbones=true2023.0665.0448.2
SimCLR Pre-trainingSatellite=Landsats 8-9 (OLI/TIRS), Level=Level-1 (TOA), Backbone=ResNet-50, Frozen Backbones=true2023.0664.6647.78
MoCo Pre-trainingSatellite=Landsat 7 (ETM+), Level=Level-2 (SR), Backbone=ResNet-50, Frozen Backbones=true2023.0664.3747.46
ImageNet Pre-trainingSatellite=Landsat 7 (ETM+), Level=Level-2 (SR), Backbone=ResNet-50, Frozen Backbones=true2023.0664.2947.38
MoCo Pre-trainingSatellite=Landsat 7 (ETM+), Level=Level-2 (SR), Backbone=ResNet-18, Frozen Backbones=true2023.0664.1847.25
MoCo Pre-trainingSatellite=Landsat 7 (ETM+), Level=Level-2 (SR), Backbone=ViT-S16, Frozen Backbones=true2023.0664.0947.21
ImageNet Pre-trainingSatellite=Landsat 7 (ETM+), Level=Level-1 (TOA), Backbone=ResNet-50, Frozen Backbones=true2023.0664.0147.06
SimCLR Pre-trainingSatellite=Landsat 7 (ETM+), Level=Level-2 (SR), Backbone=ViT-S16, Frozen Backbones=true2023.0663.9947.05
MoCo Pre-trainingSatellite=Landsat 7 (ETM+), Level=Level-1 (TOA), Backbone=ViT-S16, Frozen Backbones=true2023.0663.7546.79
SimCLR Pre-trainingSatellite=Landsats 8-9 (OLI/TIRS), Level=Level-2 (SR), Backbone=ResNet-50, Frozen Backbones=true2023.0663.6546.68
ImageNet Pre-trainingSatellite=Landsat 7 (ETM+), Level=Level-2 (SR), Backbone=ViT-S16, Frozen Backbones=true2023.0663.5446.56
ImageNet Pre-trainingSatellite=Landsat 7 (ETM+), Level=Level-2 (SR), Backbone=ResNet-18, Frozen Backbones=true2023.0663.3446.34
SimCLR Pre-trainingSatellite=Landsat 7 (ETM+), Level=Level-1 (TOA), Backbone=ViT-S16, Frozen Backbones=true2023.0663.3346.34
SimCLR Pre-trainingSatellite=Landsats 8-9 (OLI/TIRS), Level=Level-1 (TOA), Backbone=ResNet-18, Frozen Backbones=true2023.0662.1445.08
ImageNet Pre-trainingSatellite=Landsat 7 (ETM+), Level=Level-1 (TOA), Backbone=ViT-S16, Frozen Backbones=true2023.0662.0645.01
SimCLR Pre-trainingSatellite=Landsats 4-5 (TM), Level=Level-1 (TOA), Backbone=ResNet-50, Frozen Backbones=true2023.0662.0544.98
SimCLR Pre-trainingSatellite=Landsats 4-5 (TM), Level=Level-1 (TOA), Backbone=ResNet-18, Frozen Backbones=true2023.0660.8643.74
SimCLR Pre-trainingSatellite=Landsats 8-9 (OLI/TIRS), Level=Level-2 (SR), Backbone=ResNet-18, Frozen Backbones=true2023.0659.9342.79
SimCLR Pre-trainingSatellite=Landsat 7 (ETM+), Level=Level-1 (TOA), Backbone=ResNet-18, Frozen Backbones=true2023.0658.7641.6
SimCLR Pre-trainingSatellite=Landsat 7 (ETM+), Level=Level-2 (SR), Backbone=ResNet-50, Frozen Backbones=true2023.0657.7940.64
SimCLR Pre-trainingSatellite=Landsat 7 (ETM+), Level=Level-2 (SR), Backbone=ResNet-18, Frozen Backbones=true2023.0657.2640.11
SimCLR Pre-trainingSatellite=Landsat 7 (ETM+), Level=Level-1 (TOA), Backbone=ResNet-50, Frozen Backbones=true2023.0657.1740.02