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ResearchFormerly WizWand

Land cover classification on CDL (test)

69.45AccuracyMoCo Pre-training
50.657255.536160.41565.2939Jun 15, 2023
Updated 8mo ago

Evaluation results

MethodLinks
MoCo Pre-trainingSatellite=Landsats 4-5 (TM), Level=Level-1 (TOA), Backbone=ResNet-50, Frozen Backbones=true2023.0669.4553.2
MoCo Pre-trainingSatellite=Landsats 4-5 (TM), Level=Level-1 (TOA), Backbone=ResNet-18, Frozen Backbones=true2023.0668.752.32
ImageNet Pre-trainingSatellite=Landsats 4-5 (TM), Level=Level-1 (TOA), Backbone=ViT-S16, Frozen Backbones=true2023.0668.2751.83
MoCo Pre-trainingSatellite=Landsats 8-9 (OLI/TIRS), Level=Level-2 (SR), Backbone=ResNet-18, Frozen Backbones=true2023.0668.0551.57
MoCo Pre-trainingSatellite=Landsats 4-5 (TM), Level=Level-1 (TOA), Backbone=ViT-S16, Frozen Backbones=true2023.0667.651.07
ImageNet Pre-trainingSatellite=Landsats 4-5 (TM), Level=Level-1 (TOA), Backbone=ResNet-50, Frozen Backbones=true2023.0667.4250.85
MoCo Pre-trainingSatellite=Landsat 7 (ETM+), Level=Level-2 (SR), Backbone=ResNet-18, Frozen Backbones=true2023.0667.350.71
MoCo Pre-trainingSatellite=Landsats 8-9 (OLI/TIRS), Level=Level-1 (TOA), Backbone=ResNet-50, Frozen Backbones=true2023.0667.2950.7
SimCLR Pre-trainingSatellite=Landsats 4-5 (TM), Level=Level-1 (TOA), Backbone=ViT-S16, Frozen Backbones=true2023.0666.9250.28
ImageNet Pre-trainingSatellite=Landsats 8-9 (OLI/TIRS), Level=Level-1 (TOA), Backbone=ResNet-50, Frozen Backbones=true2023.0666.4549.76
ImageNet Pre-trainingSatellite=Landsat 7 (ETM+), Level=Level-1 (TOA), Backbone=ResNet-50, Frozen Backbones=true2023.0666.2349.51
ImageNet Pre-trainingSatellite=Landsats 4-5 (TM), Level=Level-1 (TOA), Backbone=ResNet-18, Frozen Backbones=true2023.0666.1149.38
MoCo Pre-trainingSatellite=Landsats 8-9 (OLI/TIRS), Level=Level-2 (SR), Backbone=ResNet-50, Frozen Backbones=true2023.0665.9649.21
ImageNet Pre-trainingSatellite=Landsat 7 (ETM+), Level=Level-1 (TOA), Backbone=ResNet-18, Frozen Backbones=true2023.0665.8449.08
MoCo Pre-trainingSatellite=Landsats 8-9 (OLI/TIRS), Level=Level-1 (TOA), Backbone=ResNet-18, Frozen Backbones=true2023.0665.7448.96
ImageNet Pre-trainingSatellite=Landsats 8-9 (OLI/TIRS), Level=Level-1 (TOA), Backbone=ResNet-18, Frozen Backbones=true2023.0665.2148.38
MoCo Pre-trainingSatellite=Landsats 8-9 (OLI/TIRS), Level=Level-1 (TOA), Backbone=ViT-S16, Frozen Backbones=true2023.0664.6247.73
ImageNet Pre-trainingSatellite=Landsats 8-9 (OLI/TIRS), Level=Level-2 (SR), Backbone=ResNet-50, Frozen Backbones=true2023.0664.1747.24
MoCo Pre-trainingSatellite=Landsats 8-9 (OLI/TIRS), Level=Level-2 (SR), Backbone=ViT-S16, Frozen Backbones=true2023.0664.1747.24
MoCo Pre-trainingSatellite=Landsat 7 (ETM+), Level=Level-1 (TOA), Backbone=ResNet-50, Frozen Backbones=true2023.0664.1247.19
SimCLR Pre-trainingSatellite=Landsats 8-9 (OLI/TIRS), Level=Level-1 (TOA), Backbone=ViT-S16, Frozen Backbones=true2023.0663.8846.94
ImageNet Pre-trainingSatellite=Landsats 8-9 (OLI/TIRS), Level=Level-2 (SR), Backbone=ResNet-18, Frozen Backbones=true2023.0662.8845.85
MoCo Pre-trainingSatellite=Landsat 7 (ETM+), Level=Level-1 (TOA), Backbone=ResNet-18, Frozen Backbones=true2023.0662.8445.81
SimCLR Pre-trainingSatellite=Landsats 4-5 (TM), Level=Level-1 (TOA), Backbone=ResNet-50, Frozen Backbones=true2023.0662.845.77
ImageNet Pre-trainingSatellite=Landsats 8-9 (OLI/TIRS), Level=Level-2 (SR), Backbone=ViT-S16, Frozen Backbones=true2023.0662.7845.75
SimCLR Pre-trainingSatellite=Landsats 8-9 (OLI/TIRS), Level=Level-2 (SR), Backbone=ViT-S16, Frozen Backbones=true2023.0662.6145.46
ImageNet Pre-trainingSatellite=Landsats 8-9 (OLI/TIRS), Level=Level-1 (TOA), Backbone=ViT-S16, Frozen Backbones=true2023.0662.3845.33
MoCo Pre-trainingSatellite=Landsat 7 (ETM+), Level=Level-2 (SR), Backbone=ResNet-50, Frozen Backbones=true2023.0662.3545.3
SimCLR Pre-trainingSatellite=Landsats 8-9 (OLI/TIRS), Level=Level-1 (TOA), Backbone=ResNet-50, Frozen Backbones=true2023.0662.0845.01
SimCLR Pre-trainingSatellite=Landsats 4-5 (TM), Level=Level-1 (TOA), Backbone=ResNet-18, Frozen Backbones=true2023.0661.9444.86
ImageNet Pre-trainingSatellite=Landsat 7 (ETM+), Level=Level-2 (SR), Backbone=ResNet-50, Frozen Backbones=true2023.0661.6644.57
MoCo Pre-trainingSatellite=Landsat 7 (ETM+), Level=Level-1 (TOA), Backbone=ViT-S16, Frozen Backbones=true2023.0660.8843.7
ImageNet Pre-trainingSatellite=Landsat 7 (ETM+), Level=Level-2 (SR), Backbone=ResNet-18, Frozen Backbones=true2023.0660.743.58
SimCLR Pre-trainingSatellite=Landsats 8-9 (OLI/TIRS), Level=Level-1 (TOA), Backbone=ResNet-18, Frozen Backbones=true2023.0660.0142.86
SimCLR Pre-trainingSatellite=Landsats 8-9 (OLI/TIRS), Level=Level-2 (SR), Backbone=ResNet-50, Frozen Backbones=true2023.0660.0143.17
SimCLR Pre-trainingSatellite=Landsat 7 (ETM+), Level=Level-1 (TOA), Backbone=ViT-S16, Frozen Backbones=true2023.0659.0641.91
ImageNet Pre-trainingSatellite=Landsat 7 (ETM+), Level=Level-1 (TOA), Backbone=ViT-S16, Frozen Backbones=true2023.0657.6740.52
SimCLR Pre-trainingSatellite=Landsats 8-9 (OLI/TIRS), Level=Level-2 (SR), Backbone=ResNet-18, Frozen Backbones=true2023.0657.4440.3
SimCLR Pre-trainingSatellite=Landsat 7 (ETM+), Level=Level-1 (TOA), Backbone=ResNet-18, Frozen Backbones=true2023.0656.4739.34
SimCLR Pre-trainingSatellite=Landsat 7 (ETM+), Level=Level-2 (SR), Backbone=ResNet-50, Frozen Backbones=true2023.0655.6938.59
SimCLR Pre-trainingSatellite=Landsat 7 (ETM+), Level=Level-1 (TOA), Backbone=ResNet-50, Frozen Backbones=true2023.0654.9537.88
SimCLR Pre-trainingSatellite=Landsat 7 (ETM+), Level=Level-2 (SR), Backbone=ResNet-18, Frozen Backbones=true2023.0654.4237.48
SimCLR Pre-trainingSatellite=Landsat 7 (ETM+), Level=Level-2 (SR), Backbone=ViT-S16, Frozen Backbones=true2023.0653.1736.21
MoCo Pre-trainingSatellite=Landsat 7 (ETM+), Level=Level-2 (SR), Backbone=ViT-S16, Frozen Backbones=true2023.0652.3735.48
ImageNet Pre-trainingSatellite=Landsat 7 (ETM+), Level=Level-2 (SR), Backbone=ViT-S16, Frozen Backbones=true2023.0651.3834.57