SOTAVerified

3D Hand Pose Estimation

Papers

Showing 101150 of 178 papers

TitleStatusHype
Accurate 3D Hand Pose Estimation for Whole-Body 3D Human Mesh EstimationCode1
Active Learning for Bayesian 3D Hand Pose EstimationCode1
InterHand2.6M: A Dataset and Baseline for 3D Interacting Hand Pose Estimation from a Single RGB ImageCode1
Pose2Mesh: Graph Convolutional Network for 3D Human Pose and Mesh Recovery from a 2D Human PoseCode1
Monocular Expressive Body Regression through Body-Driven AttentionCode1
FrankMocap: Fast Monocular 3D Hand and Body Motion Capture by Regression and IntegrationCode2
I2L-MeshNet: Image-to-Lixel Prediction Network for Accurate 3D Human Pose and Mesh Estimation from a Single RGB ImageCode1
Physics-Based Dexterous Manipulations with Estimated Hand Poses and Residual Reinforcement Learning0
Hand-Transformer: Non-Autoregressive Structured Modeling for 3D Hand Pose Estimation0
SeqHAND: RGB-Sequence-Based 3D Hand Pose and Shape Estimation0
Adaptive Computationally Efficient Network for Monocular 3D Hand Pose Estimation0
Collaborative Learning of Gesture Recognition and 3D Hand Pose Estimation with Multi-Order Feature Analysis0
Body2Hands: Learning to Infer 3D Hands from Conversational Gesture Body DynamicsCode1
AWR: Adaptive Weighting Regression for 3D Hand Pose EstimationCode1
SeqHAND:RGB-Sequence-Based 3D Hand Pose and Shape Estimation0
JGR-P2O: Joint Graph Reasoning based Pixel-to-Offset Prediction Network for 3D Hand Pose Estimation from a Single Depth ImageCode1
Weakly-Supervised Domain Adaptation via GAN and Mesh Model for Estimating 3D Hand Poses Interacting Objects0
Two-hand Global 3D Pose Estimation Using Monocular RGB0
Epipolar TransformersCode1
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
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
Exploiting Spatial-Temporal Relationships for 3D Pose Estimation via Graph Convolutional NetworksCode0
Aligning Latent Spaces for 3D Hand Pose Estimation0
Adaptive Wasserstein Hourglass for Weakly Supervised Hand Pose Estimation from Monocular RGB0
FreiHAND: A Dataset for Markerless Capture of Hand Pose and Shape from Single RGB Images0
HOnnotate: A method for 3D Annotation of Hand and Object PosesCode1
Self-Supervised 3D Hand Pose Estimation Through Training by Fitting0
American Sign Language Alphabet Recognition using Deep Learning0
Convolutional Mesh Regression for Single-Image Human Shape ReconstructionCode0
Pixel-wise Regression: 3D Hand Pose Estimation via Spatial-form Representation and Differentiable DecoderCode0
Learning joint reconstruction of hands and manipulated objectsCode0
Pushing the Envelope for RGB-based Dense 3D Hand Pose Estimation via Neural Rendering0
Generalized Feedback Loop for Joint Hand-Object Pose Estimation0
3D Hand Shape and Pose Estimation from a Single RGB ImageCode1
Bi-stream Pose Guided Region Ensemble Network for Fingertip Localization from Stereo Images0
End-to-end Hand Mesh Recovery from a Monocular RGB ImageCode0
3D Hand Shape and Pose from Images in the WildCode1
Feature Boosting Network For 3D Pose Estimation0
MURAUER: Mapping Unlabeled Real Data for Label AUstERityCode0
RGB-based 3D Hand Pose Estimation via Privileged Learning with Depth Images0
Domain Transfer for 3D Pose Estimation from Color Images without Manual Annotations0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DetNetPA-MPJPE15.7Unverified
2Hasson et al.PA-MPVPE13.2Unverified
3Boukhayma et al.PA-MPVPE13Unverified
4ExPose (hand sub-network h)PA-MPJPE12.2Unverified
5PIXIE hand expertPA-MPJPE12Unverified
6MANO CNNPA-MPJPE11Unverified
7Zimmermann et al.PA-MPVPE10.7Unverified
8YoutubeHandPA-MPJPE8.4Unverified
9Pose2MeshPA-MPJPE7.7Unverified
10Hand4WholePA-MPJPE7.7Unverified
#ModelMetricClaimedVerifiedStatus
1Pose2MeshPA-MPJPE (mm)12.5Unverified
2HORPA-MPJPE (mm)12Unverified
3S2HandPA-MPJPE (mm)11.4Unverified
4ArtiBoostPA-MPJPE (mm)11.4Unverified
5I2L-MeshNetPA-MPJPE (mm)11.2Unverified
6Tse et al.PA-MPVPE10.9Unverified
7KPT-TransformerPA-MPJPE (mm)10.8Unverified
8Hampali et al.PA-MPJPE (mm)10.7Unverified
9METROPA-MPJPE (mm)10.4Unverified
10DMAPA-MPJPE (mm)10.1Unverified
#ModelMetricClaimedVerifiedStatus
1BMCAverage MPJPE (mm)17.3Unverified
2SHOAverage MPJPE (mm)15.2Unverified
3METROAverage MPJPE (mm)15.2Unverified
4MobReconAverage MPJPE (mm)14.2Unverified
5H2ONetAverage MPJPE (mm)14Unverified
6HandOccNetAverage MPJPE (mm)14Unverified
7SemGCNAverage MPJPE (mm)13.2Unverified
8HFLNetAverage MPJPE (mm)12.6Unverified
9SimpleHandAverage MPJPE (mm)12.4Unverified
10MaskHandAverage MPJPE (mm)11.7Unverified
#ModelMetricClaimedVerifiedStatus
1SimpleBaselineAverage MPJPE (mm)83.4Unverified
2SHN + SimpleBaselineAverage MPJPE (mm)64.3Unverified
3Resnet50Average MPJPE (mm)63.1Unverified
4CPN + JointformerAverage MPJPE (mm)56.9Unverified
5CanonPoseAverage MPJPE (mm)56.2Unverified
6JointformerAverage MPJPE (mm)53.5Unverified
7CanonPose + 3D supervisionAverage MPJPE (mm)47.4Unverified
8Large SimpleBaselineAverage MPJPE (mm)44.8Unverified
93D-LFMAverage MPJPE (mm)28.22Unverified
10SemGANAverage MPJPE (mm)27.77Unverified
#ModelMetricClaimedVerifiedStatus
1ExtPose*PCK@0.05 (New Days) All59.6Unverified
2HaMeR*PCK@0.05 (New Days) All51.6Unverified
3HambaPCK@0.05 (New Days) All48.7Unverified
4MaskHandPCK@0.05 (New Days) All48.7Unverified
5HaMeRPCK@0.05 (New Days) All48Unverified
6MeshGraphormerPCK@0.05 (New Days) All16.8Unverified
7FrankMocapPCK@0.05 (New Days) All16.1Unverified
8METROPCK@0.05 (New Days) All14.7Unverified
9HandOccNet (no param)PCK@0.05 (New Days) All13.7Unverified
10HandOccNet (param)PCK@0.05 (New Days) All9.1Unverified
#ModelMetricClaimedVerifiedStatus
1S2HANDPA-MPJPE11.5Unverified
2KPT-TransformerPA-MPJPE10.9Unverified
3ArtiBoostPA-MPJPE10.8Unverified
4Yu et al.PA-MPJPE10.8Unverified
5HMPPA-MPJPE10.1Unverified
6AMVURPA-MPJPE8.7Unverified
7MaskHandPA-MPJPE7Unverified
8HambaPA-MPJPE6.9Unverified
#ModelMetricClaimedVerifiedStatus
1Epipolar TransformersMPJPE4.91Unverified