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

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Showing 101–150 of 260 papers

TitleStatusHype
Measuring Generalisation to Unseen Viewpoints, Articulations, Shapes and Objects for 3D Hand Pose Estimation under Hand-Object Interaction—0
Mesh Represented Recycle Learning for 3D Hand Pose and Mesh Estimation—0
Model-based Hand Pose Estimation for Generalized Hand Shape with Appearance Normalization—0
Spatial-Temporal Parallel Transformer for Arm-Hand Dynamic Estimation—0
3D Convolutional Neural Networks for Efficient and Robust Hand Pose Estimation From Single Depth Images—0
3D Hand Pose Detection in Egocentric RGB-D Images—0
3-D Hand Pose Estimation from Kinect's Point Cloud Using Appearance Matching—0
3D Hand Pose Estimation in Everyday Egocentric Images—0
3D Hand Pose Estimation Using Randomized Decision Forest With Segmentation Index Points—0
A Collaborative Filtering Approach to Real-Time Hand Pose Estimation—0
A Comparison of Directional Distances for Hand Pose Estimation—0
Adaptive Computationally Efficient Network for Monocular 3D Hand Pose Estimation—0
Adaptive Wasserstein Hourglass for Weakly Supervised Hand Pose Estimation from Monocular RGB—0
Adversarial Motion Modelling helps Semi-supervised Hand Pose Estimation—0
A hybrid classification-regression approach for 3D hand pose estimation using graph convolutional networks—0
Aligning Latent Spaces for 3D Hand Pose Estimation—0
American Sign Language Alphabet Recognition using Deep Learning—0
Analyzing and Diagnosing Pose Estimation With Attributions—0
An Efficient yet High-Performance Method for Precise Radar-Based Imaging of Human Hand Poses—0
An End-to-end Framework for Unconstrained Monocular 3D Hand Pose Estimation—0
Articulated Hand Pose Estimation Review—0
Augmented Skeleton Space Transfer for Depth-based Hand Pose Estimation—0
Benchmarking 2D Egocentric Hand Pose Datasets—0
Bengali Sign Language Recognition through Hand Pose Estimation using Multi-Branch Spatial-Temporal Attention Model—0
Bias-Compensated Integral Regression for Human Pose Estimation—0
BigHand2.2M Benchmark: Hand Pose Dataset and State of the Art Analysis—0
BIGS: Bimanual Category-agnostic Interaction Reconstruction from Monocular Videos via 3D Gaussian Splatting—0
Bi-stream Pose Guided Region Ensemble Network for Fingertip Localization from Stereo Images—0
Fast and Accurate 3D Hand Pose Estimation via Recurrent Neural Network for Capturing Hand Articulations—0
Cascaded Hand Pose Regression—0
CLIP-Hand3D: Exploiting 3D Hand Pose Estimation via Context-Aware Prompting—0
Collaborative Learning of Gesture Recognition and 3D Hand Pose Estimation with Multi-Order Feature Analysis—0
ContactArt: Learning 3D Interaction Priors for Category-level Articulated Object and Hand Poses Estimation—0
Context-Aware Deep Spatio-Temporal Network for Hand Pose Estimation from Depth Images—0
Contour-based Hand Pose Recognition for Sign Language Recognition—0
Cross-Domain 3D Hand Pose Estimation With Dual Modalities—0
Crossing Nets: Combining GANs and VAEs with a Shared Latent Space for Hand Pose Estimation—0
DeepHand: Robust Hand Pose Estimation by Completing a Matrix Imputed With Deep Features—0
Deformer: Dynamic Fusion Transformer for Robust Hand Pose Estimation—0
Denoising Diffusion for 3D Hand Pose Estimation from Images—0
Dense Hand-Object(HO) GraspNet with Full Grasping Taxonomy and Dynamics—0
Depth-Based Hand Pose Estimation: Data, Methods, and Challenges—0
Depth-based hand pose estimation: methods, data, and challenges—0
DGGAN: Depth-image Guided Generative Adversarial Networks for Disentangling RGB and Depth Images in 3D Hand Pose Estimation—0
Direction matters: hand pose estimation from local surface normals—0
Disentangling Pose from Appearance in Monochrome Hand Images—0
Dive Deeper Into Integral Pose Regression—0
Domain Transfer for 3D Pose Estimation from Color Images without Manual Annotations—0
DOR3D-Net: Dense Ordinal Regression Network for 3D Hand Pose Estimation—0
Dynamic Iterative Refinement for Efficient 3D Hand Pose Estimation—0
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All datasetsNYU HandsICVL HandsMSRA HandsHANDS 2017HANDS 20193DPWCustom FINNgersICVLK2HPD

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