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 151200 of 260 papers

TitleStatusHype
Two-hand Global 3D Pose Estimation Using Monocular RGB0
Weakly-Supervised Mesh-Convolutional Hand Reconstruction in the WildCode1
HandVoxNet: Deep Voxel-Based Network for 3D Hand Shape and Pose Estimation from a Single Depth Map0
Knowledge as Priors: Cross-Modal Knowledge Generalization for Datasets without Superior Knowledge0
Measuring Generalisation to Unseen Viewpoints, Articulations, Shapes and Objects for 3D Hand Pose Estimation under Hand-Object Interaction0
Weakly Supervised 3D Hand Pose Estimation via Biomechanical Constraints0
Rotation-invariant Mixed Graphical Model Network for 2D Hand Pose Estimation0
Nonparametric Structure Regularization Machine for 2D Hand Pose EstimationCode1
Attention! A Lightweight 2D Hand Pose Estimation ApproachCode1
HandAugment: A Simple Data Augmentation Method for Depth-Based 3D Hand Pose EstimationCode1
Silhouette-Net: 3D Hand Pose Estimation from Silhouettes0
3D Hand Pose Estimation via Regularized Graph Representation Learning0
An End-to-end Framework for Unconstrained Monocular 3D Hand Pose Estimation0
Fast and Accurate 3D Hand Pose Estimation via Recurrent Neural Network for Capturing Hand Articulations0
SO-HandNet: Self-Organizing Network for 3D Hand Pose Estimation With Semi-Supervised Learning0
Aligning Latent Spaces for 3D Hand Pose Estimation0
Exploiting Spatial-Temporal Relationships for 3D Pose Estimation via Graph Convolutional NetworksCode0
Adaptive Graphical Model Network for 2D Handpose EstimationCode0
Efficient 2.5D Hand Pose Estimation via Auxiliary Multi-Task Training for Embedded Devices0
Adaptive Wasserstein Hourglass for Weakly Supervised Hand Pose Estimation from Monocular RGB0
A2J: Anchor-to-Joint Regression Network for 3D Articulated Pose Estimation from a Single Depth ImageCode1
Towards Markerless Grasp Capture0
FastV2C-HandNet: Fast Voxel to Coordinate Hand Pose Estimation with 3D Convolutional Neural NetworksCode0
HOnnotate: A method for 3D Annotation of Hand and Object PosesCode1
Self-Supervised 3D Hand Pose Estimation Through Training by Fitting0
CrossInfoNet: Multi-Task Information Sharing Based Hand Pose EstimationCode0
American Sign Language Alphabet Recognition using Deep Learning0
Pixel-wise Regression: 3D Hand Pose Estimation via Spatial-form Representation and Differentiable DecoderCode0
Disentangling Pose from Appearance in Monochrome Hand Images0
Pushing the Envelope for RGB-based Dense 3D Hand Pose Estimation via Neural Rendering0
Normalized DiversificationCode0
Generalized Feedback Loop for Joint Hand-Object Pose Estimation0
Hand range of motion evaluation for Rheumatoid Arthritis patients0
3D Hand Shape and Pose Estimation from a Single RGB ImageCode1
Hand Pose Estimation: A Survey0
Bi-stream Pose Guided Region Ensemble Network for Fingertip Localization from Stereo Images0
End-to-end Hand Mesh Recovery from a Monocular RGB ImageCode0
Feature Boosting Network For 3D Pose Estimation0
Structure-Aware 3D Hourglass Network for Hand Pose Estimation from Single Depth Image0
Point-to-Pose Voting based Hand Pose Estimation using Residual Permutation Equivariant Layer0
Monocular Total Capture: Posing Face, Body, and Hands in the WildCode0
Generating Realistic Training Images Based on Tonality-Alignment Generative Adversarial Networks for Hand Pose Estimation0
MURAUER: Mapping Unlabeled Real Data for Label AUstERityCode0
RGB-based 3D Hand Pose Estimation via Privileged Learning with Depth Images0
HANDS18: Methods, Techniques and Applications for Hand Observation0
Domain Transfer for 3D Pose Estimation from Color Images without Manual Annotations0
Context-Aware Deep Spatio-Temporal Network for Hand Pose Estimation from Depth Images0
HBE: Hand Branch Ensemble Network for Real-time 3D Hand Pose Estimation0
Point-to-Point Regression PointNet for 3D Hand Pose Estimation0
HandMap: Robust Hand Pose Estimation via Intermediate Dense Guidance Map Supervision0
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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