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Datasets/3DPW

3DPW

3DImagesVideosCustom (research-only, non-commercial)Introduced 2018-01-01

The 3D Poses in the Wild dataset is the first dataset in the wild with accurate 3D poses for evaluation. While other datasets outdoors exist, they are all restricted to a small recording volume. 3DPW is the first one that includes video footage taken from a moving phone camera.

The dataset includes:

  • 60 video sequences.
  • 2D pose annotations.
  • 3D poses obtained with the method introduced in the paper.
  • Camera poses for every frame in the sequences.
  • 3D body scans and 3D people models (re-poseable and re-shapeable). Each sequence contains its corresponding models.
  • 18 3D models in different clothing variations.

Source: https://virtualhumans.mpi Image Source: https://virtualhumans.mpi

Benchmarks

1 Image, 2*2 Stitchi/Acceleration Error1 Image, 2*2 Stitchi/PCK@0.21 Image, 2*2 Stitchi/MPVPE1 Image, 2*2 Stitchi/PA-MPJPE1 Image, 2*2 Stitchi/MPJPE1 Image, 2*2 Stitchi/FLOPs (G)1 Image, 2*2 Stitchi/Number of parameters (M)1 Image, 2*2 Stitchi/Average MPJPE (mm) 1000 msec1 Image, 2*2 Stitchi/FDE@1000ms (mm)1 Image, 2*2 Stitchi/FDE@560ms (mm)1 Image, 2*2 Stitchi/FDE@720ms (mm)1 Image, 2*2 Stitchi/FDE@880ms (mm)3D/Acceleration Error3D/PCK@0.23D/MPVPE3D/PA-MPJPE3D/MPJPE3D/FLOPs (G)3D/Number of parameters (M)3D/Average MPJPE (mm) 1000 msec3D/FDE@1000ms (mm)3D/FDE@560ms (mm)3D/FDE@720ms (mm)3D/FDE@880ms (mm)3D Human Pose Estimation/MPVPE3D Human Pose Estimation/PA-MPJPE3D Human Pose Estimation/MPJPE3D Human Pose Estimation/Acceleration Error3D Human Pose Estimation/FLOPs (G)3D Human Pose Estimation/Number of parameters (M)Hand/MPJPEHand Pose Estimation/MPJPEPose Estimation/Acceleration ErrorPose Estimation/PCK@0.2Pose Estimation/MPVPEPose Estimation/PA-MPJPEPose Estimation/MPJPEPose Estimation/FLOPs (G)Pose Estimation/Number of parameters (M)Pose Estimation/Average MPJPE (mm) 1000 msecPose Estimation/FDE@1000ms (mm)Pose Estimation/FDE@560ms (mm)Pose Estimation/FDE@720ms (mm)Pose Estimation/FDE@880ms (mm)

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Papers
395
Benchmarks
44

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Tasks

1 Image, 2*2 Stitchi3D3D Human Pose EstimationCross-domain 3D Human Pose EstimationHandHand Pose EstimationHuman Pose ForecastingPose Estimation