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 51100 of 260 papers

TitleStatusHype
Neural Voting Field for Camera-Space 3D Hand Pose Estimation0
ContactArt: Learning 3D Interaction Priors for Category-level Articulated Object and Hand Poses Estimation0
AssemblyHands: Towards Egocentric Activity Understanding via 3D Hand Pose EstimationCode1
A2J-Transformer: Anchor-to-Joint Transformer Network for 3D Interacting Hand Pose Estimation from a Single RGB ImageCode1
Pushing the Envelope for Depth-Based Semi-Supervised 3D Hand Pose Estimation with Consistency Training0
Lightweight Estimation of Hand Mesh and Biomechanically Feasible Kinematic Parameters0
ShaRPy: Shape Reconstruction and Hand Pose Estimation from RGB-D with Uncertainty0
Deformer: Dynamic Fusion Transformer for Robust Hand Pose Estimation0
Robustness Evaluation in Hand Pose Estimation Models using Metamorphic TestingCode0
EvHandPose: Event-based 3D Hand Pose Estimation with Sparse Supervision0
HaMuCo: Hand Pose Estimation via Multiview Collaborative Self-Supervised LearningCode1
Bias-Compensated Integral Regression for Human Pose Estimation0
HandR2N2: Iterative 3D Hand Pose Estimation Using a Residual Recurrent Neural NetworkCode0
Cross-Domain 3D Hand Pose Estimation With Dual Modalities0
Analyzing and Diagnosing Pose Estimation With Attributions0
Handy: Towards a High Fidelity 3D Hand Shape and Appearance ModelCode1
Harmonious Feature Learning for Interactive Hand-Object Pose EstimationCode1
HARP: Personalized Hand Reconstruction from a Monocular RGB Video0
3DGazeNet: Generalizing Gaze Estimation with Weak-Supervision from Synthetic ViewsCode1
Reconstructing Hand-Held Objects from Monocular Video0
MPT: Mesh Pre-Training with Transformers for Human Pose and Mesh ReconstructionCode0
Egocentric Hand-object Interaction Detection0
Using Hand Pose Estimation To Automate Open Surgery Training FeedbackCode0
Generalized Product-of-Experts for Learning Multimodal Representations in Noisy Environments0
LG-Hand: Advancing 3D Hand Pose Estimation with Locally and Globally Kinematic Knowledge0
Image-free Domain Generalization via CLIP for 3D Hand Pose Estimation0
THOR-Net: End-to-end Graformer-based Realistic Two Hands and Object Reconstruction with Self-supervisionCode1
Transformer-based Global 3D Hand Pose Estimation in Two Hands Manipulating Objects Scenarios0
DART: Articulated Hand Model with Diverse Accessories and Rich TexturesCode1
VL4Pose: Active Learning Through Out-Of-Distribution Detection For Pose EstimationCode1
Hierarchical Temporal Transformer for 3D Hand Pose Estimation and Action Recognition from Egocentric RGB VideosCode1
Sample-based Uncertainty Quantification with a Single Deterministic Neural Network0
TempCLR: Reconstructing Hands via Time-Coherent Contrastive LearningCode1
In-Hand Pose Estimation and Pin Inspection for Insertion of Through-Hole ComponentsCode0
3D Interacting Hand Pose Estimation by Hand De-occlusion and RemovalCode1
TriHorn-Net: A Model for Accurate Depth-Based 3D Hand Pose EstimationCode1
Efficient Annotation and Learning for 3D Hand Pose Estimation: A Survey0
End-to-End 3D Hand Pose Estimation from Stereo Cameras0
Learning Sequential Contexts using Transformer for 3D Hand Pose Estimation0
Mask2Hand: Learning to Predict the 3D Hand Pose and Shape from ShadowCode1
Context-Aware Sequence Alignment using 4D Skeletal AugmentationCode1
What's in your hands? 3D Reconstruction of Generic Objects in HandsCode1
A Unified Framework for Domain Adaptive Pose EstimationCode1
Spatial-Temporal Parallel Transformer for Arm-Hand Dynamic Estimation0
Efficient Virtual View Selection for 3D Hand Pose EstimationCode1
HMD-EgoPose: Head-Mounted Display-Based Egocentric Marker-Less Tool and Hand Pose Estimation for Augmented Surgical GuidanceCode1
Mining Multi-View Information: A Strong Self-Supervised Framework for Depth-Based 3D Hand Pose and Mesh EstimationCode0
Rethinking the Data Annotation Process for Multi-view 3D Pose Estimation with Active Learning and Self-TrainingCode1
Local and Global Point Cloud Reconstruction for 3D Hand Pose EstimationCode1
Dynamic Iterative Refinement for Efficient 3D Hand Pose Estimation0
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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