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Datasets/DexYCB

DexYCB

VideosCC BY-NC 4.0Introduced 2021-04-09

DexYCB is a dataset for capturing hand grasping of objects. It can be used three relevant tasks: 2D object and keypoint detection, 6D object pose estimation, and 3D hand pose estimation.

The dataset was built using 20 objects from the YCB-Video dataset, and consists of multiple trials from 10 subjects. For each trial, there is a target object with 2 to 4 other objects placed on a table. The subject is asked to start from a relaxed pose, pick up the target object, and hold it in the air. Some subjects were asked to pretend to hand over the object to someone across from them. Each action is recorded for 3 seconds, repeating the trial 5 times for each target object, each time with a random set of accompanied objects and placement. In total there are 100 trials per subject, and 1,000 trials in total for all subjects.

Source: DexYCB: A Benchmark for Capturing Hand Grasping of Objects

Benchmarks

1 Image, 2*2 Stitchi/Average MPJPE (mm)1 Image, 2*2 Stitchi/Procrustes-Aligned MPJPE1 Image, 2*2 Stitchi/OCE1 Image, 2*2 Stitchi/MCE1 Image, 2*2 Stitchi/ADD-S1 Image, 2*2 Stitchi/MPVPE1 Image, 2*2 Stitchi/VAUC1 Image, 2*2 Stitchi/PA-MPVPE1 Image, 2*2 Stitchi/PA-VAUC3D/Average MPJPE (mm)3D/Procrustes-Aligned MPJPE3D/OCE3D/MCE3D/ADD-S3D/MPVPE3D/VAUC3D/PA-MPVPE3D/PA-VAUC3D Hand Pose Estimation/Average MPJPE (mm)3D Hand Pose Estimation/Procrustes-Aligned MPJPE3D Hand Pose Estimation/MPVPE3D Hand Pose Estimation/VAUC3D Hand Pose Estimation/PA-MPVPE3D Hand Pose Estimation/PA-VAUC3D Hand Pose Estimation/OCE3D Hand Pose Estimation/MCE3D Hand Pose Estimation/ADD-S6D Pose Estimation/Average MPJPE (mm)6D Pose Estimation/Procrustes-Aligned MPJPE6D Pose Estimation/OCE6D Pose Estimation/MCE6D Pose Estimation/ADD-SHand/Average MPJPE (mm)Hand/Procrustes-Aligned MPJPEHand/MPVPEHand/VAUCHand/PA-MPVPEHand/PA-VAUCHand/OCEHand/MCEHand/ADD-SHand Pose Estimation/Average MPJPE (mm)Hand Pose Estimation/Procrustes-Aligned MPJPEHand Pose Estimation/MPVPEHand Pose Estimation/VAUCHand Pose Estimation/PA-MPVPEHand Pose Estimation/PA-VAUCHand Pose Estimation/OCEHand Pose Estimation/MCEHand Pose Estimation/ADD-SPose Estimation/Average MPJPE (mm)Pose Estimation/Procrustes-Aligned MPJPEPose Estimation/OCEPose Estimation/MCEPose Estimation/ADD-SPose Estimation/MPVPEPose Estimation/VAUCPose Estimation/PA-MPVPEPose Estimation/PA-VAUC

Statistics

Papers
94
Benchmarks
59

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Tasks

1 Image, 2*2 Stitchi3D3D Hand Pose Estimation6D Pose EstimationHandHand Pose EstimationPose Estimationhand-object pose