SOTAVerified

Hand Pose Estimation

Hand pose estimation is the task of finding the joints of the hand from an image or set of video frames.

( Image credit: Pose-REN )

Papers

Showing 150 of 260 papers

TitleStatusHype
emg2pose: A Large and Diverse Benchmark for Surface Electromyographic Hand Pose EstimationCode3
WiLoR: End-to-end 3D Hand Localization and Reconstruction in-the-wildCode3
RenderIH: A Large-scale Synthetic Dataset for 3D Interacting Hand Pose EstimationCode2
A Simple Baseline for Efficient Hand Mesh ReconstructionCode2
Accurate 3D Hand Pose Estimation for Whole-Body 3D Human Mesh EstimationCode1
ROFT: Real-Time Optical Flow-Aided 6D Object Pose and Velocity TrackingCode1
PeCLR: Self-Supervised 3D Hand Pose Estimation from monocular RGB via Equivariant Contrastive LearningCode1
Harmonious Feature Learning for Interactive Hand-Object Pose EstimationCode1
InterHand2.6M: A Dataset and Baseline for 3D Interacting Hand Pose Estimation from a Single RGB ImageCode1
HPRNet: Hierarchical Point Regression for Whole-Body Human Pose EstimationCode1
Mask2Hand: Learning to Predict the 3D Hand Pose and Shape from ShadowCode1
Nonparametric Structure Regularization Machine for 2D Hand Pose EstimationCode1
Active Learning for Bayesian 3D Hand Pose EstimationCode1
Attention! A Lightweight 2D Hand Pose Estimation ApproachCode1
EventHands: Real-Time Neural 3D Hand Pose Estimation from an Event StreamCode1
HandFoldingNet: A 3D Hand Pose Estimation Network Using Multiscale-Feature Guided Folding of a 2D Hand SkeletonCode1
Efficient Virtual View Selection for 3D Hand Pose EstimationCode1
HandDiff: 3D Hand Pose Estimation with Diffusion on Image-Point CloudCode1
Hand PointNet: 3D Hand Pose Estimation Using Point SetsCode1
Handy: Towards a High Fidelity 3D Hand Shape and Appearance ModelCode1
HMD-EgoPose: Head-Mounted Display-Based Egocentric Marker-Less Tool and Hand Pose Estimation for Augmented Surgical GuidanceCode1
HO-Cap: A Capture System and Dataset for 3D Reconstruction and Pose Tracking of Hand-Object InteractionCode1
Learning from Simulated and Unsupervised Images through Adversarial TrainingCode1
Local and Global Point Cloud Reconstruction for 3D Hand Pose EstimationCode1
Monocular 3D Hand Pose Estimation with Implicit Camera AlignmentCode1
Multi-View Video-Based 3D Hand Pose EstimationCode1
AWR: Adaptive Weighting Regression for 3D Hand Pose EstimationCode1
AssemblyHands: Towards Egocentric Activity Understanding via 3D Hand Pose EstimationCode1
A Unified Framework for Domain Adaptive Pose EstimationCode1
Rethinking the Data Annotation Process for Multi-view 3D Pose Estimation with Active Learning and Self-TrainingCode1
3D Hand Shape and Pose Estimation from a Single RGB ImageCode1
EgoHand: Ego-centric Hand Pose Estimation and Gesture Recognition with Head-mounted Millimeter-wave Radar and IMUsCode1
1st Place Solution of Egocentric 3D Hand Pose Estimation Challenge 2023 Technical Report:A Concise Pipeline for Egocentric Hand Pose ReconstructionCode1
DexYCB: A Benchmark for Capturing Hand Grasping of ObjectsCode1
3D Interacting Hand Pose Estimation by Hand De-occlusion and RemovalCode1
Hand Image Understanding via Deep Multi-Task LearningCode1
Exploiting Learnable Joint Groups for Hand Pose EstimationCode1
HandAugment: A Simple Data Augmentation Method for Depth-Based 3D Hand Pose EstimationCode1
Body2Hands: Learning to Infer 3D Hands from Conversational Gesture Body DynamicsCode1
A2J: Anchor-to-Joint Regression Network for 3D Articulated Pose Estimation from a Single Depth ImageCode1
HaMuCo: Hand Pose Estimation via Multiview Collaborative Self-Supervised LearningCode1
HandTailor: Towards High-Precision Monocular 3D Hand RecoveryCode1
A2J-Transformer: Anchor-to-Joint Transformer Network for 3D Interacting Hand Pose Estimation from a Single RGB ImageCode1
Hierarchical Temporal Transformer for 3D Hand Pose Estimation and Action Recognition from Egocentric RGB VideosCode1
HOnnotate: A method for 3D Annotation of Hand and Object PosesCode1
Context-Aware Sequence Alignment using 4D Skeletal AugmentationCode1
Analyzing the Synthetic-to-Real Domain Gap in 3D Hand Pose EstimationCode1
DART: Articulated Hand Model with Diverse Accessories and Rich TexturesCode1
Learning to Disambiguate Strongly Interacting Hands via Probabilistic Per-pixel Part SegmentationCode1
JGR-P2O: Joint Graph Reasoning based Pixel-to-Offset Prediction Network for 3D Hand Pose Estimation from a Single Depth ImageCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1RENAverage 3D Error15.6Unverified
2RENAverage 3D Error12.7Unverified
3DeepPrior++Average 3D Error12.3Unverified
4Pose-RENAverage 3D Error11.8Unverified
5Dense Pixel-wise EstimationAverage 3D Error10.2Unverified
6SHPR-NetAverage 3D Error9.37Unverified
7PixelwiseRegressionAverage 3D Error9.17Unverified
8MuTr - Full-Scene ImageAverage 3D Error8.71Unverified
9A2JAverage 3D Error8.61Unverified
10HandFoldingNetAverage 3D Error8.58Unverified
#ModelMetricClaimedVerifiedStatus
1DeepPrior++Average 3D Error8.1Unverified
2RENAverage 3D Error7.5Unverified
3Tree Region Ensemble NetworkAverage 3D Error7.31Unverified
4Dense Pixel-wise EstimationAverage 3D Error7.3Unverified
5SHPR-NetAverage 3D Error7.22Unverified
6Pose-RENAverage 3D Error6.8Unverified
7A2JAverage 3D Error6.46Unverified
8V2V-PoseNetAverage 3D Error6.28Unverified
9PixelwiseRegressionAverage 3D Error6.15Unverified
10Teacher-StudentAverage 3D Error5.99Unverified
#ModelMetricClaimedVerifiedStatus
1RENAverage 3D Error9.8Unverified
2DeepPrior++Average 3D Error9.5Unverified
3Pose-RENAverage 3D Error8.6Unverified
4PixelwiseRegressionAverage 3D Error7.99Unverified
5SHPR-NetAverage 3D Error7.76Unverified
6V2V-PoseNetAverage 3D Error7.49Unverified
7HandFoldingNetAverage 3D Error7.34Unverified
8Dense Pixel-wise EstimationAverage 3D Error7.2Unverified
9Teacher-StudentAverage 3D Error7.18Unverified
10AWRAverage 3D Error7.15Unverified
#ModelMetricClaimedVerifiedStatus
1VanoraAverage 3D Error11.91Unverified
2Pose-RENAverage 3D Error11.7Unverified
3OasisAverage 3D Error11.3Unverified
4PixelwiseRegressionAverage 3D Error10.57Unverified
5RCN-3DAverage 3D Error9.97Unverified
6V2V-PoseNetAverage 3D Error9.95Unverified
7A2JAverage 3D Error8.57Unverified
8V2V-NTISAverage 3D Error7.51Unverified
9AWRAverage 3D Error7.48Unverified
#ModelMetricClaimedVerifiedStatus
1AWRAverage 3D Error13.76Unverified
2HandAugmentAverage 3D Error13.66Unverified
3Ours-15viewsAverage 3D Error12.51Unverified
#ModelMetricClaimedVerifiedStatus
1Hand4WholeMPJPE86.6Unverified
#ModelMetricClaimedVerifiedStatus
1FINNger1:1 Accuracy98Unverified
#ModelMetricClaimedVerifiedStatus
1Ours-15viewsError (mm)4.76Unverified
#ModelMetricClaimedVerifiedStatus
1A2JPDJ@5mm76.3Unverified