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Datasets/HInt: Hand Interactions in the wild

HInt: Hand Interactions in the wild

ImagesMIT LicenseIntroduced 2023-12-08

The HInt dataset is frequently used as a <b>generalizability benchmark</b> for 3D Hand Reconstruction. It features three data subsets: HInt-NewDays, HInt-VISOR and HInt-Ego4D subsets and it aims to complement existing datasets used for training and evaluation 3D hand pose estimation. HInt annotates 2D keypoint locations and occlusion labels for 21 keypoints on the hand. It is built off of 3 existing datasets (Hands23, Epic-Kitchens VISOR, and Ego4D) and provides annotations for images from the three existing datasets.

Source: Reconstructing Hands in 3D with Transformers Image Source: Official Dataset

Benchmarks

1 Image, 2*2 Stitchi/PCK@0.05 (New Days) All1 Image, 2*2 Stitchi/PCK@0.05 (VISOR) All1 Image, 2*2 Stitchi/PCK@0.05 (Ego4D) All1 Image, 2*2 Stitchi/PCK@0.05 (NewDays) Visible1 Image, 2*2 Stitchi/PCK@0.05 (VISOR) Visible1 Image, 2*2 Stitchi/PCK@0.05 (Ego4D) Visible1 Image, 2*2 Stitchi/PCK@0.05 (NewDays) Occ1 Image, 2*2 Stitchi/PCK@0.05 (VISOR) Occ1 Image, 2*2 Stitchi/PCK@0.05 (Ego4D) Occ3D/PCK@0.05 (New Days) All3D/PCK@0.05 (VISOR) All3D/PCK@0.05 (Ego4D) All3D/PCK@0.05 (NewDays) Visible3D/PCK@0.05 (VISOR) Visible3D/PCK@0.05 (Ego4D) Visible3D/PCK@0.05 (NewDays) Occ3D/PCK@0.05 (VISOR) Occ3D/PCK@0.05 (Ego4D) Occ3D Hand Pose Estimation/PCK@0.05 (New Days) All3D Hand Pose Estimation/PCK@0.05 (VISOR) All3D Hand Pose Estimation/PCK@0.05 (Ego4D) All3D Hand Pose Estimation/PCK@0.05 (NewDays) Visible3D Hand Pose Estimation/PCK@0.05 (VISOR) Visible3D Hand Pose Estimation/PCK@0.05 (Ego4D) Visible3D Hand Pose Estimation/PCK@0.05 (NewDays) Occ3D Hand Pose Estimation/PCK@0.05 (VISOR) Occ3D Hand Pose Estimation/PCK@0.05 (Ego4D) OccHand/PCK@0.05 (New Days) AllHand/PCK@0.05 (VISOR) AllHand/PCK@0.05 (Ego4D) AllHand/PCK@0.05 (NewDays) VisibleHand/PCK@0.05 (VISOR) VisibleHand/PCK@0.05 (Ego4D) VisibleHand/PCK@0.05 (NewDays) OccHand/PCK@0.05 (VISOR) OccHand/PCK@0.05 (Ego4D) OccHand Pose Estimation/PCK@0.05 (New Days) AllHand Pose Estimation/PCK@0.05 (VISOR) AllHand Pose Estimation/PCK@0.05 (Ego4D) AllHand Pose Estimation/PCK@0.05 (NewDays) VisibleHand Pose Estimation/PCK@0.05 (VISOR) VisibleHand Pose Estimation/PCK@0.05 (Ego4D) VisibleHand Pose Estimation/PCK@0.05 (NewDays) OccHand Pose Estimation/PCK@0.05 (VISOR) OccHand Pose Estimation/PCK@0.05 (Ego4D) OccPose Estimation/PCK@0.05 (New Days) AllPose Estimation/PCK@0.05 (VISOR) AllPose Estimation/PCK@0.05 (Ego4D) AllPose Estimation/PCK@0.05 (NewDays) VisiblePose Estimation/PCK@0.05 (VISOR) VisiblePose Estimation/PCK@0.05 (Ego4D) VisiblePose Estimation/PCK@0.05 (NewDays) OccPose Estimation/PCK@0.05 (VISOR) OccPose Estimation/PCK@0.05 (Ego4D) Occ

Statistics

Papers
8
Benchmarks
54

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Tasks

1 Image, 2*2 Stitchi3D3D Hand Pose EstimationHandHand Pose EstimationPose Estimation