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 151–175 of 260 papers

Title	Date	Tasks	Status
Using a single RGB frame for real time 3D hand pose estimation in the wild	Dec 11, 2017	3D Hand Pose EstimationCamera Calibration	—Unverified
Video-Based Hand Pose Estimation for Remote Assessment of Bradykinesia in Parkinson's Disease	Aug 28, 2023	Hand Pose EstimationPose Estimation	—Unverified
Weakly-supervised 3D Hand Pose Estimation from Monocular RGB Images	Sep 1, 2018	3D Hand Pose EstimationHand Pose Estimation	—Unverified
Weakly Supervised 3D Hand Pose Estimation via Biomechanical Constraints	Mar 20, 2020	3D Hand Pose EstimationHand Pose Estimation	—Unverified
Weakly-Supervised Domain Adaptation via GAN and Mesh Model for Estimating 3D Hand Poses Interacting Objects	Jun 1, 2020	3D Hand Pose EstimationDomain Adaptation	—Unverified
Spatial-Temporal Parallel Transformer for Arm-Hand Dynamic Estimation	Mar 30, 2022	3D Human Pose EstimationHand Pose Estimation	—Unverified
3D Convolutional Neural Networks for Efficient and Robust Hand Pose Estimation From Single Depth Images	Jul 1, 2017	3D Hand Pose EstimationData Augmentation	—Unverified
3D Hand Pose Detection in Egocentric RGB-D Images	Nov 29, 2014	Hand DetectionHand Pose Estimation	—Unverified
3-D Hand Pose Estimation from Kinect's Point Cloud Using Appearance Matching	Apr 7, 2016	Hand Pose EstimationPose Estimation	—Unverified
3D Hand Pose Estimation in Everyday Egocentric Images	Dec 11, 2023	3D Hand Pose EstimationHand Pose Estimation	—Unverified
3D Hand Pose Estimation Using Randomized Decision Forest With Segmentation Index Points	Dec 1, 2015	3D Hand Pose EstimationCPU	—Unverified
A Collaborative Filtering Approach to Real-Time Hand Pose Estimation	Dec 1, 2015	Collaborative FilteringHand Pose Estimation	—Unverified
A Comparison of Directional Distances for Hand Pose Estimation	Apr 3, 2017	BenchmarkingHand Pose Estimation	—Unverified
Adaptive Computationally Efficient Network for Monocular 3D Hand Pose Estimation	Aug 1, 2020	3D Hand Pose EstimationHand Pose Estimation	—Unverified
Adaptive Wasserstein Hourglass for Weakly Supervised Hand Pose Estimation from Monocular RGB	Sep 11, 2019	3D Hand Pose EstimationDomain Adaptation	—Unverified
Adversarial Motion Modelling helps Semi-supervised Hand Pose Estimation	Jun 10, 2021	Hand Pose EstimationPose Estimation	—Unverified
A hybrid classification-regression approach for 3D hand pose estimation using graph convolutional networks	May 23, 2021	3D Hand Pose EstimationHand Pose Estimation	—Unverified
Aligning Latent Spaces for 3D Hand Pose Estimation	Oct 1, 2019	3D Hand Pose EstimationHand Pose Estimation	—Unverified
American Sign Language Alphabet Recognition using Deep Learning	May 14, 2019	3D Hand Pose EstimationDeep Learning	—Unverified
Analyzing and Diagnosing Pose Estimation With Attributions	Jan 1, 2023	Hand Pose EstimationPose Estimation	—Unverified
An Efficient yet High-Performance Method for Precise Radar-Based Imaging of Human Hand Poses	Jun 19, 2024	Hand Pose EstimationPose Estimation	—Unverified
An End-to-end Framework for Unconstrained Monocular 3D Hand Pose Estimation	Nov 28, 2019	3D Hand Pose EstimationHand Pose Estimation	—Unverified
Articulated Hand Pose Estimation Review	Apr 21, 2016	Hand Pose EstimationPose Estimation	—Unverified
Augmented Skeleton Space Transfer for Depth-based Hand Pose Estimation	May 11, 2018	Hand Pose EstimationPose Estimation	—Unverified
Benchmarking 2D Egocentric Hand Pose Datasets	Sep 11, 2024	Activity RecognitionBenchmarking	—Unverified

Show:10 25 50

← PrevPage 7 of 11Next →

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