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 101–150 of 260 papers

TitleStatusHype
ROFT: Real-Time Optical Flow-Aided 6D Object Pose and Velocity TrackingCode1
Dive Deeper Into Integral Pose Regression—0
Understanding Egocentric Hand-Object Interactions from Hand Pose Estimation—0
Multi-View Video-Based 3D Hand Pose EstimationCode1
Towards unconstrained joint hand-object reconstruction from RGB videosCode1
HandFoldingNet: A 3D Hand Pose Estimation Network Using Multiscale-Feature Guided Folding of a 2D Hand SkeletonCode1
Hand Image Understanding via Deep Multi-Task LearningCode1
HandVoxNet++: 3D Hand Shape and Pose Estimation using Voxel-Based Neural Networks—0
Learning to Disambiguate Strongly Interacting Hands via Probabilistic Per-pixel Part SegmentationCode1
Adversarial Motion Modelling helps Semi-supervised Hand Pose Estimation—0
PeCLR: Self-Supervised 3D Hand Pose Estimation from monocular RGB via Equivariant Contrastive LearningCode1
Semi-Supervised 3D Hand-Object Poses Estimation with Interactions in TimeCode0
HPRNet: Hierarchical Point Regression for Whole-Body Human Pose EstimationCode1
FINNger -- Applying artificial intelligence to ease math learning for childrenCode0
Skeleton-aware multi-scale heatmap regression for 2D hand pose estimation—0
A hybrid classification-regression approach for 3D hand pose estimation using graph convolutional networks—0
Parallel mesh reconstruction streams for pose estimation of interacting hands—0
DexYCB: A Benchmark for Capturing Hand Grasping of ObjectsCode1
HandTailor: Towards High-Precision Monocular 3D Hand RecoveryCode1
Fast Monocular Hand Pose Estimation on Embedded Systems—0
Learning Speech-driven 3D Conversational Gestures from Video—0
Temporally Guided Articulated Hand Pose Tracking in Surgical VideosCode1
Hand Pose Estimation in the Task of Egocentric Actions—0
SemiHand: Semi-Supervised Hand Pose Estimation With Consistency—0
Learning Causal Representation for Training Cross-Domain Pose Estimator via Generative Interventions—0
End-to-End Detection and Pose Estimation of Two Interacting Hands—0
Exploiting Learnable Joint Groups for Hand Pose EstimationCode1
EventHands: Real-Time Neural 3D Hand Pose Estimation from an Event StreamCode1
DGGAN: Depth-image Guided Generative Adversarial Networks for Disentangling RGB and Depth Images in 3D Hand Pose Estimation—0
MVHM: A Large-Scale Multi-View Hand Mesh Benchmark for Accurate 3D Hand Pose EstimationCode0
Accurate 3D Hand Pose Estimation for Whole-Body 3D Human Mesh EstimationCode1
Active Learning for Bayesian 3D Hand Pose EstimationCode1
SIA-GCN: A Spatial Information Aware Graph Neural Network with 2D Convolutions for Hand Pose Estimation—0
InterHand2.6M: A Dataset and Baseline for 3D Interacting Hand Pose Estimation from a Single RGB ImageCode1
Physics-Based Dexterous Manipulations with Estimated Hand Poses and Residual Reinforcement Learning—0
Hand-Transformer: Non-Autoregressive Structured Modeling for 3D Hand Pose Estimation—0
Adaptive Computationally Efficient Network for Monocular 3D Hand Pose Estimation—0
Collaborative Learning of Gesture Recognition and 3D Hand Pose Estimation with Multi-Order Feature Analysis—0
SeqHAND: RGB-Sequence-Based 3D Hand Pose and Shape Estimation—0
Body2Hands: Learning to Infer 3D Hands from Conversational Gesture Body DynamicsCode1
Whole-Body Human Pose Estimation in the WildCode1
AWR: Adaptive Weighting Regression for 3D Hand Pose EstimationCode1
SIMBA: Specific Identity Markers for Bone Age AssessmentCode1
SeqHAND:RGB-Sequence-Based 3D Hand Pose and Shape Estimation—0
JGR-P2O: Joint Graph Reasoning based Pixel-to-Offset Prediction Network for 3D Hand Pose Estimation from a Single Depth ImageCode1
Generative Model-Based Loss to the Rescue: A Method to Overcome Annotation Errors for Depth-Based Hand Pose Estimation—0
Joint Hand-object 3D Reconstruction from a Single Image with Cross-branch Feature Fusion—0
Sequential Graph Convolutional Network for Active LearningCode1
Recent Advances in 3D Object and Hand Pose Estimation—0
Weakly-Supervised Domain Adaptation via GAN and Mesh Model for Estimating 3D Hand Poses Interacting Objects—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1RENAverage 3D Error15.6—Unverified
2RENAverage 3D Error12.7—Unverified
3DeepPrior++Average 3D Error12.3—Unverified
4Pose-RENAverage 3D Error11.8—Unverified
5Dense Pixel-wise EstimationAverage 3D Error10.2—Unverified
6SHPR-NetAverage 3D Error9.37—Unverified
7PixelwiseRegressionAverage 3D Error9.17—Unverified
8MuTr - Full-Scene ImageAverage 3D Error8.71—Unverified
9A2JAverage 3D Error8.61—Unverified
10HandFoldingNetAverage 3D Error8.58—Unverified
#ModelMetricClaimedVerifiedStatus
1DeepPrior++Average 3D Error8.1—Unverified
2RENAverage 3D Error7.5—Unverified
3Tree Region Ensemble NetworkAverage 3D Error7.31—Unverified
4Dense Pixel-wise EstimationAverage 3D Error7.3—Unverified
5SHPR-NetAverage 3D Error7.22—Unverified
6Pose-RENAverage 3D Error6.8—Unverified
7A2JAverage 3D Error6.46—Unverified
8V2V-PoseNetAverage 3D Error6.28—Unverified
9PixelwiseRegressionAverage 3D Error6.15—Unverified
10Teacher-StudentAverage 3D Error5.99—Unverified
#ModelMetricClaimedVerifiedStatus
1RENAverage 3D Error9.8—Unverified
2DeepPrior++Average 3D Error9.5—Unverified
3Pose-RENAverage 3D Error8.6—Unverified
4PixelwiseRegressionAverage 3D Error7.99—Unverified
5SHPR-NetAverage 3D Error7.76—Unverified
6V2V-PoseNetAverage 3D Error7.49—Unverified
7HandFoldingNetAverage 3D Error7.34—Unverified
8Dense Pixel-wise EstimationAverage 3D Error7.2—Unverified
9Teacher-StudentAverage 3D Error7.18—Unverified
10AWRAverage 3D Error7.15—Unverified
#ModelMetricClaimedVerifiedStatus
1VanoraAverage 3D Error11.91—Unverified
2Pose-RENAverage 3D Error11.7—Unverified
3OasisAverage 3D Error11.3—Unverified
4PixelwiseRegressionAverage 3D Error10.57—Unverified
5RCN-3DAverage 3D Error9.97—Unverified
6V2V-PoseNetAverage 3D Error9.95—Unverified
7A2JAverage 3D Error8.57—Unverified
8V2V-NTISAverage 3D Error7.51—Unverified
9AWRAverage 3D Error7.48—Unverified
#ModelMetricClaimedVerifiedStatus
1AWRAverage 3D Error13.76—Unverified
2HandAugmentAverage 3D Error13.66—Unverified
3Ours-15viewsAverage 3D Error12.51—Unverified
#ModelMetricClaimedVerifiedStatus
1Hand4WholeMPJPE86.6—Unverified
#ModelMetricClaimedVerifiedStatus
1FINNger1:1 Accuracy98—Unverified
#ModelMetricClaimedVerifiedStatus
1Ours-15viewsError (mm)4.76—Unverified
#ModelMetricClaimedVerifiedStatus
1A2JPDJ@5mm76.3—Unverified