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
SiMHand: Mining Similar Hands for Large-Scale 3D Hand Pose Pre-trainingCode1
DART: Articulated Hand Model with Diverse Accessories and Rich TexturesCode1
Single-to-Dual-View Adaptation for Egocentric 3D Hand Pose EstimationCode1
HOnnotate: A method for 3D Annotation of Hand and Object PosesCode1
3DGazeNet: Generalizing Gaze Estimation with Weak-Supervision from Synthetic ViewsCode1
Active Learning for Bayesian 3D Hand Pose EstimationCode1
AssemblyHands: Towards Egocentric Activity Understanding via 3D Hand Pose EstimationCode1
THOR-Net: End-to-end Graformer-based Realistic Two Hands and Object Reconstruction with Self-supervisionCode1
Attention! A Lightweight 2D Hand Pose Estimation ApproachCode1
TriHorn-Net: A Model for Accurate Depth-Based 3D Hand Pose EstimationCode1
Rethinking the Data Annotation Process for Multi-view 3D Pose Estimation with Active Learning and Self-TrainingCode1
DexYCB: A Benchmark for Capturing Hand Grasping of ObjectsCode1
A2J: Anchor-to-Joint Regression Network for 3D Articulated Pose Estimation from a Single Depth ImageCode1
3D Hand Shape and Pose Estimation from a Single RGB ImageCode1
AWR: Adaptive Weighting Regression for 3D Hand Pose EstimationCode1
Depth-Based 3D Hand Pose Estimation: From Current Achievements to Future GoalsCode0
3D Hand Pose Estimation using Simulation and Partial-Supervision with a Shared Latent SpaceCode0
Dense 3D Regression for Hand Pose EstimationCode0
ThermoHands: A Benchmark for 3D Hand Pose Estimation from Egocentric Thermal ImagesCode0
UniHOPE: A Unified Approach for Hand-Only and Hand-Object Pose EstimationCode0
DeepPrior++: Improving Fast and Accurate 3D Hand Pose EstimationCode0
Spatial Attention Deep Net with Partial PSO for Hierarchical Hybrid Hand Pose EstimationCode0
Cross-modal Deep Variational Hand Pose EstimationCode0
SRN: Side-output Residual Network for Object Reflection Symmetry Detection and BeyondCode0
CrossInfoNet: Multi-Task Information Sharing Based Hand Pose EstimationCode0
Semi-Supervised 3D Hand-Object Poses Estimation with Interactions in TimeCode0
Robustness Evaluation in Hand Pose Estimation Models using Metamorphic TestingCode0
Using Hand Pose Estimation To Automate Open Surgery Training FeedbackCode0
Pose Guided Structured Region Ensemble Network for Cascaded Hand Pose EstimationCode0
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
MVHM: A Large-Scale Multi-View Hand Mesh Benchmark for Accurate 3D Hand Pose EstimationCode0
Normalized DiversificationCode0
MURAUER: Mapping Unlabeled Real Data for Label AUstERityCode0
Monocular Total Capture: Posing Face, Body, and Hands in the WildCode0
MPT: Mesh Pre-Training with Transformers for Human Pose and Mesh ReconstructionCode0
MuTr: Multi-Stage Transformer for Hand Pose Estimation from Full-Scene Depth ImageCode0
OCHID-Fi: Occlusion-Robust Hand Pose Estimation in 3D via RF-VisionCode0
FastV2C-HandNet: Fast Voxel to Coordinate Hand Pose Estimation with 3D Convolutional Neural NetworksCode0
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
Fingerspelling PoseNet: Enhancing Fingerspelling Translation with Pose-Based Transformer ModelsCode0
Learning to Estimate 3D Hand Pose from Single RGB ImagesCode0
First-Person Hand Action Benchmark with RGB-D Videos and 3D Hand Pose AnnotationsCode0
Model-based Deep Hand Pose EstimationCode0
Learning Pose Specific Representations by Predicting Different ViewsCode0
End-to-end Hand Mesh Recovery from a Monocular RGB ImageCode0
Pixel-wise Regression: 3D Hand Pose Estimation via Spatial-form Representation and Differentiable DecoderCode0
In-Hand Pose Estimation and Pin Inspection for Insertion of Through-Hole ComponentsCode0
In My Perspective, In My Hands: Accurate Egocentric 2D Hand Pose and Action RecognitionCode0
Show:102550
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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