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

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 226–250 of 260 papers

Title	Date	Tasks	Status
Hand Pose Estimation through Semi-Supervised and Weakly-Supervised Learning	Nov 20, 2015	Hand Pose EstimationPose Estimation	—Unverified
Hand Pose Estimation via Latent 2.5D Heatmap Regression	Apr 25, 2018	3D Hand Pose EstimationHand Pose Estimation	—Unverified
UltraGlove: Hand Pose Estimation with Mems-Ultrasonic Sensors	Jun 22, 2023	Hand Pose EstimationPose Estimation	—Unverified
Hand range of motion evaluation for Rheumatoid Arthritis patients	Mar 16, 2019	Hand Pose EstimationPose Estimation	—Unverified
HANDS18: Methods, Techniques and Applications for Hand Observation	Oct 25, 2018	Gesture RecognitionHand Gesture Recognition	—Unverified
HandS3C: 3D Hand Mesh Reconstruction with State Space Spatial Channel Attention from RGB images	May 2, 2024	3D ReconstructionComputational Efficiency	—Unverified
Hand-Transformer: Non-Autoregressive Structured Modeling for 3D Hand Pose Estimation	Aug 1, 2020	3D Hand Pose EstimationDecoder	—Unverified
HandVoxNet++: 3D Hand Shape and Pose Estimation using Voxel-Based Neural Networks	Jul 2, 2021	3D Hand Pose EstimationHand Pose Estimation	—Unverified
HandVoxNet: Deep Voxel-Based Network for 3D Hand Shape and Pose Estimation from a Single Depth Map	Apr 3, 2020	3D Hand Pose EstimationHand Pose Estimation	—Unverified
HARP: Personalized Hand Reconstruction from a Monocular RGB Video	Dec 19, 2022	3D Hand Pose EstimationHand Pose Estimation	—Unverified
HaWoR: World-Space Hand Motion Reconstruction from Egocentric Videos	Jan 6, 2025	3D Hand Pose EstimationHand Pose Estimation	—Unverified
HBE: Hand Branch Ensemble Network for Real-time 3D Hand Pose Estimation	Sep 1, 2018	3D Hand Pose EstimationHand Pose Estimation	—Unverified
Hi5: 2D Hand Pose Estimation with Zero Human Annotation	Jun 5, 2024	DiversityHand Pose Estimation	—Unverified
HMP: Hand Motion Priors for Pose and Shape Estimation from Video	Dec 27, 2023	3D Hand Pose EstimationHand Pose Estimation	—Unverified
Hybrid One-Shot 3D Hand Pose Estimation by Exploiting Uncertainties	Oct 27, 2015	3D Hand Pose EstimationHand Pose Estimation	—Unverified
HyperTaxel: Hyper-Resolution for Taxel-Based Tactile Signals Through Contrastive Learning	Aug 15, 2024	Contrastive LearningHand Pose Estimation	—Unverified
Image-free Domain Generalization via CLIP for 3D Hand Pose Estimation	Oct 30, 2022	3D Hand Pose EstimationContrastive Learning	—Unverified
Interactive Hand Pose Estimation: Boosting accuracy in localizing extended finger joints	Apr 2, 2018	3D Hand Pose EstimationHand Pose Estimation	—Unverified
Joint Hand-object 3D Reconstruction from a Single Image with Cross-branch Feature Fusion	Jun 28, 2020	3D ReconstructionDepth Estimation	—Unverified
Knowledge as Priors: Cross-Modal Knowledge Generalization for Datasets without Superior Knowledge	Apr 1, 2020	3D Hand Pose EstimationHand Pose Estimation	—Unverified
Large-scale Multiview 3D Hand Pose Dataset	Jul 12, 2017	Deep LearningHand Pose Estimation	—Unverified
Latent Regression Forest: Structured Estimation of 3D Articulated Hand Posture	Jun 1, 2014	3D Hand Pose EstimationHand Pose Estimation	—Unverified
Learning Causal Representation for Training Cross-Domain Pose Estimator via Generative Interventions	Jan 1, 2021	3D Pose Estimationcounterfactual	—Unverified
Learning Hand Articulations by Hallucinating Heat Distribution	Oct 1, 2017	DescriptiveHallucination	—Unverified
Learning Sequential Contexts using Transformer for 3D Hand Pose Estimation	Jun 1, 2022	3D Hand Pose EstimationHand Pose Estimation	—Unverified

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All datasets NYU Hands ICVL Hands MSRA Hands HANDS 2017 HANDS 2019 3DPW Custom FINNgers ICVL K2HPD

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	REN	Average 3D Error	15.6	—	Unverified
2	REN	Average 3D Error	12.7	—	Unverified
3	DeepPrior++	Average 3D Error	12.3	—	Unverified
4	Pose-REN	Average 3D Error	11.8	—	Unverified
5	Dense Pixel-wise Estimation	Average 3D Error	10.2	—	Unverified
6	SHPR-Net	Average 3D Error	9.37	—	Unverified
7	PixelwiseRegression	Average 3D Error	9.17	—	Unverified
8	MuTr - Full-Scene Image	Average 3D Error	8.71	—	Unverified
9	A2J	Average 3D Error	8.61	—	Unverified
10	HandFoldingNet	Average 3D Error	8.58	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DeepPrior++	Average 3D Error	8.1	—	Unverified
2	REN	Average 3D Error	7.5	—	Unverified
3	Tree Region Ensemble Network	Average 3D Error	7.31	—	Unverified
4	Dense Pixel-wise Estimation	Average 3D Error	7.3	—	Unverified
5	SHPR-Net	Average 3D Error	7.22	—	Unverified
6	Pose-REN	Average 3D Error	6.8	—	Unverified
7	A2J	Average 3D Error	6.46	—	Unverified
8	V2V-PoseNet	Average 3D Error	6.28	—	Unverified
9	PixelwiseRegression	Average 3D Error	6.15	—	Unverified
10	Teacher-Student	Average 3D Error	5.99	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	REN	Average 3D Error	9.8	—	Unverified
2	DeepPrior++	Average 3D Error	9.5	—	Unverified
3	Pose-REN	Average 3D Error	8.6	—	Unverified
4	PixelwiseRegression	Average 3D Error	7.99	—	Unverified
5	SHPR-Net	Average 3D Error	7.76	—	Unverified
6	V2V-PoseNet	Average 3D Error	7.49	—	Unverified
7	HandFoldingNet	Average 3D Error	7.34	—	Unverified
8	Dense Pixel-wise Estimation	Average 3D Error	7.2	—	Unverified
9	Teacher-Student	Average 3D Error	7.18	—	Unverified
10	AWR	Average 3D Error	7.15	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Vanora	Average 3D Error	11.91	—	Unverified
2	Pose-REN	Average 3D Error	11.7	—	Unverified
3	Oasis	Average 3D Error	11.3	—	Unverified
4	PixelwiseRegression	Average 3D Error	10.57	—	Unverified
5	RCN-3D	Average 3D Error	9.97	—	Unverified
6	V2V-PoseNet	Average 3D Error	9.95	—	Unverified
7	A2J	Average 3D Error	8.57	—	Unverified
8	V2V-NTIS	Average 3D Error	7.51	—	Unverified
9	AWR	Average 3D Error	7.48	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	AWR	Average 3D Error	13.76	—	Unverified
2	HandAugment	Average 3D Error	13.66	—	Unverified
3	Ours-15views	Average 3D Error	12.51	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Hand4Whole	MPJPE	86.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FINNger	1:1 Accuracy	98	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Ours-15views	Error (mm)	4.76	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	A2J	PDJ@5mm	76.3	—	Unverified