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 201250 of 260 papers

TitleStatusHype
Two Hands Are Better Than One: Resolving Hand to Hand Intersections via Occupancy Networks0
Two-Stream Binocular Network: Accurate Near Field Finger Detection Based On Binocular Images0
Understanding Egocentric Hand-Object Interactions from Hand Pose Estimation0
Using a single RGB frame for real time 3D hand pose estimation in the wild0
Video-Based Hand Pose Estimation for Remote Assessment of Bradykinesia in Parkinson's Disease0
Weakly-supervised 3D Hand Pose Estimation from Monocular RGB Images0
Weakly Supervised 3D Hand Pose Estimation via Biomechanical Constraints0
Weakly-Supervised Domain Adaptation via GAN and Mesh Model for Estimating 3D Hand Poses Interacting Objects0
Multivariate Regression with Grossly Corrupted Observations: A Robust Approach and its Applications0
Neural Voting Field for Camera-Space 3D Hand Pose Estimation0
Occlusion-aware Hand Pose Estimation Using Hierarchical Mixture Density Network0
OccRobNet : Occlusion Robust Network for Accurate 3D Interacting Hand-Object Pose Estimation0
Opening the Black Box: Hierarchical Sampling Optimization for Estimating Human Hand Pose0
Parallel mesh reconstruction streams for pose estimation of interacting hands0
Physics-Based Dexterous Manipulations with Estimated Hand Poses and Residual Reinforcement Learning0
Point-to-Point Regression PointNet for 3D Hand Pose Estimation0
Point-to-Pose Voting based Hand Pose Estimation using Residual Permutation Equivariant Layer0
Pre-Training for 3D Hand Pose Estimation with Contrastive Learning on Large-Scale Hand Images in the Wild0
Pushing the Envelope for Depth-Based Semi-Supervised 3D Hand Pose Estimation with Consistency Training0
Pushing the Envelope for RGB-based Dense 3D Hand Pose Estimation via Neural Rendering0
Monocular Total Capture: Posing Face, Body, and Hands in the WildCode0
MPT: Mesh Pre-Training with Transformers for Human Pose and Mesh ReconstructionCode0
In-Hand Pose Estimation and Pin Inspection for Insertion of Through-Hole ComponentsCode0
Model-based Deep Hand Pose EstimationCode0
MURAUER: Mapping Unlabeled Real Data for Label AUstERityCode0
MuTr: Multi-Stage Transformer for Hand Pose Estimation from Full-Scene Depth ImageCode0
MVHM: A Large-Scale Multi-View Hand Mesh Benchmark for Accurate 3D Hand Pose EstimationCode0
Exploiting Spatial-Temporal Relationships for 3D Pose Estimation via Graph Convolutional NetworksCode0
Mining Multi-View Information: A Strong Self-Supervised Framework for Depth-Based 3D Hand Pose and Mesh EstimationCode0
Normalized DiversificationCode0
Adaptive Graphical Model Network for 2D Handpose EstimationCode0
Semi-Supervised 3D Hand-Object Poses Estimation with Interactions in TimeCode0
OCHID-Fi: Occlusion-Robust Hand Pose Estimation in 3D via RF-VisionCode0
ThermoHands: A Benchmark for 3D Hand Pose Estimation from Egocentric Thermal ImagesCode0
End-to-end Hand Mesh Recovery from a Monocular RGB ImageCode0
Hands Deep in Deep Learning for Hand Pose EstimationCode0
Pixel-wise Regression: 3D Hand Pose Estimation via Spatial-form Representation and Differentiable DecoderCode0
HandR2N2: Iterative 3D Hand Pose Estimation Using a Residual Recurrent Neural NetworkCode0
3D Hand Pose Estimation using Simulation and Partial-Supervision with a Shared Latent SpaceCode0
Learning to Estimate 3D Hand Pose from Single RGB ImagesCode0
Using Hand Pose Estimation To Automate Open Surgery Training FeedbackCode0
Pose Guided Structured Region Ensemble Network for Cascaded Hand Pose EstimationCode0
UniHOPE: A Unified Approach for Hand-Only and Hand-Object Pose EstimationCode0
DeepPrior++: Improving Fast and Accurate 3D Hand Pose EstimationCode0
Efficiently Creating 3D Training Data for Fine Hand Pose EstimationCode0
HandDAGT: A Denoising Adaptive Graph Transformer for 3D Hand Pose EstimationCode0
First-Person Hand Action Benchmark with RGB-D Videos and 3D Hand Pose AnnotationsCode0
V2V-PoseNet: Voxel-to-Voxel Prediction Network for Accurate 3D Hand and Human Pose Estimation from a Single Depth MapCode0
FINNger -- Applying artificial intelligence to ease math learning for childrenCode0
Cross-modal Deep Variational Hand Pose EstimationCode0
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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