SOTAVerified

3D Hand Pose Estimation

Papers

Showing 1–50 of 178 papers

TitleStatusHype
WiLoR: End-to-end 3D Hand Localization and Reconstruction in-the-wildCode3
FastViT: A Fast Hybrid Vision Transformer using Structural ReparameterizationCode3
Reconstructing Hands in 3D with TransformersCode2
HOISDF: Constraining 3D Hand-Object Pose Estimation with Global Signed Distance FieldsCode2
A Simple Baseline for Efficient Hand Mesh ReconstructionCode2
FrankMocap: Fast Monocular 3D Hand and Body Motion Capture by Regression and IntegrationCode2
H3WB: Human3.6M 3D WholeBody Dataset and BenchmarkCode2
Hamba: Single-view 3D Hand Reconstruction with Graph-guided Bi-Scanning MambaCode2
Mesh GraphormerCode1
HandFoldingNet: A 3D Hand Pose Estimation Network Using Multiscale-Feature Guided Folding of a 2D Hand SkeletonCode1
Learning to Disambiguate Strongly Interacting Hands via Probabilistic Per-pixel Part SegmentationCode1
HandTailor: Towards High-Precision Monocular 3D Hand RecoveryCode1
Keypoint Transformer: Solving Joint Identification in Challenging Hands and Object Interactions for Accurate 3D Pose EstimationCode1
Local and Global Point Cloud Reconstruction for 3D Hand Pose EstimationCode1
MobRecon: Mobile-Friendly Hand Mesh Reconstruction from Monocular ImageCode1
Interacting Hand-Object Pose Estimation via Dense Mutual AttentionCode1
Deformable Mesh Transformer for 3D Human Mesh RecoveryCode1
3D-LFM: Lifting Foundation ModelCode1
InterHand2.6M: A Dataset and Baseline for 3D Interacting Hand Pose Estimation from a Single RGB ImageCode1
Extract-and-Adaptation Network for 3D Interacting Hand Mesh RecoveryCode1
Active Learning for Bayesian 3D Hand Pose EstimationCode1
I2L-MeshNet: Image-to-Lixel Prediction Network for Accurate 3D Human Pose and Mesh Estimation from a Single RGB ImageCode1
AWR: Adaptive Weighting Regression for 3D Hand Pose EstimationCode1
HandBooster: Boosting 3D Hand-Mesh Reconstruction by Conditional Synthesis and Sampling of Hand-Object InteractionsCode1
HandDiff: 3D Hand Pose Estimation with Diffusion on Image-Point CloudCode1
Body2Hands: Learning to Infer 3D Hands from Conversational Gesture Body DynamicsCode1
Camera-Space Hand Mesh Recovery via Semantic Aggregation and Adaptive 2D-1D RegistrationCode1
Hand Image Understanding via Deep Multi-Task LearningCode1
Hand PointNet: 3D Hand Pose Estimation Using Point SetsCode1
HaMuCo: Hand Pose Estimation via Multiview Collaborative Self-Supervised LearningCode1
Harmonious Feature Learning for Interactive Hand-Object Pose EstimationCode1
Cross-Attention of Disentangled Modalities for 3D Human Mesh Recovery with TransformersCode1
End-to-End Human Pose and Mesh Reconstruction with TransformersCode1
Hierarchical Temporal Transformer for 3D Hand Pose Estimation and Action Recognition from Egocentric RGB VideosCode1
Analyzing the Synthetic-to-Real Domain Gap in 3D Hand Pose EstimationCode1
3D Hand Shape and Pose from Images in the WildCode1
A Probabilistic Attention Model with Occlusion-aware Texture Regression for 3D Hand Reconstruction from a Single RGB ImageCode1
Epipolar TransformersCode1
Collaborative Regression of Expressive Bodies using ModerationCode1
ArtiBoost: Boosting Articulated 3D Hand-Object Pose Estimation via Online Exploration and SynthesisCode1
EventHands: Real-Time Neural 3D Hand Pose Estimation from an Event StreamCode1
1st Place Solution of Egocentric 3D Hand Pose Estimation Challenge 2023 Technical Report:A Concise Pipeline for Egocentric Hand Pose ReconstructionCode1
AssemblyHands: Towards Egocentric Activity Understanding via 3D Hand Pose EstimationCode1
DexYCB: A Benchmark for Capturing Hand Grasping of ObjectsCode1
AttentionHand: Text-driven Controllable Hand Image Generation for 3D Hand Reconstruction in the WildCode1
3D Hand Shape and Pose Estimation from a Single RGB ImageCode1
Efficient Virtual View Selection for 3D Hand Pose EstimationCode1
H2ONet: Hand-Occlusion-and-Orientation-Aware Network for Real-Time 3D Hand Mesh ReconstructionCode1
HandAugment: A Simple Data Augmentation Method for Depth-Based 3D Hand Pose EstimationCode1
HOnnotate: A method for 3D Annotation of Hand and Object PosesCode1
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Benchmark Results

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