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Dense Human Pose Regression on DensePose MSCOCO (test)

56.04Error (5cm Threshold)DensePose
42.530446.037749.54553.0523Mar 29, 2021

Evaluation results

MethodLinks
DensePoseArchitecture=HG Stack-8, Training Background=Standard background2021.0356.0479.6387.55
HumanGPSArchitecture=HG Stack-8, Training Background=Standard background2021.0355.4179.7689.44
HumanGPS (ResNet-101 FCN)Backbone=ResNet-101 FCN, Training condition=Foreground only, Ground-truth bounding box usage=Given2021.0353.0176.7787.7
HumanGPSArchitecture=ResNet-101 FCN, Training Background=White background2021.0353.0176.7787.18
HumanGPSArchitecture=HG Stack-2, Training Background=Standard background2021.0352.9177.2188.5
DensePoseArchitecture=HG Stack-2, Training Background=Standard background2021.0352.2376.584.99
DensePose (ResNet-101 FCN)Backbone=ResNet-101 FCN, Training condition=Foreground only, Ground-truth bounding box usage=Given2021.0351.3275.585.76
DensePoseArchitecture=ResNet-101 FCN, Training Background=White background2021.0351.3275.585.76
HumanGPS (HG - 1 stack)Backbone=HG - 1 stack, Training condition=Full image, Ground-truth bounding box usage=Given2021.0350.575.5787.18
HumanGPSArchitecture=HG Stack-1, Training Background=Standard background2021.0350.575.5787.18
Slim DensePose (HG - 1 stack)Backbone=HG - 1 stack, Training condition=Full image, Ground-truth bounding box usage=Given2021.0349.8974.0482.98
DensePoseArchitecture=HG Stack-1, Training Background=Standard background2021.0349.8974.0482.98
HumanGPS (ResNet-101 FCN)Backbone=ResNet-101 FCN, Training condition=Full image, Ground-truth bounding box usage=Given2021.0349.0973.1284.51
HumanGPSArchitecture=ResNet-101 FCN, Training Background=Standard background2021.0349.0973.1284.51
DensePose (ResNet-101 FCN)Backbone=ResNet-101 FCN, Training condition=Full image, Ground-truth bounding box usage=Given2021.0343.0565.2374.17
DensePoseArchitecture=ResNet-101 FCN, Training Background=Standard background2021.0343.0565.2374.17