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 201–225 of 260 papers

Title	Date	Tasks	Status
Point-to-Point Regression PointNet for 3D Hand Pose Estimation	Sep 1, 2018	3D Hand Pose EstimationHand Pose Estimation	—Unverified
Weakly-supervised 3D Hand Pose Estimation from Monocular RGB Images	Sep 1, 2018	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
SHPR-Net: Deep Semantic Hand Pose Regression From Point Clouds	Aug 6, 2018	3D Hand Pose EstimationHand Pose Estimation	—Unverified
SRN: Side-output Residual Network for Object Reflection Symmetry Detection and Beyond	Jul 17, 2018	Edge DetectionHand Pose Estimation	CodeCode Available
3D Hand Pose Estimation using Simulation and Partial-Supervision with a Shared Latent Space	Jul 14, 2018	3D Hand Pose EstimationHand Pose Estimation	CodeCode Available
Model-based Hand Pose Estimation for Generalized Hand Shape with Appearance Normalization	Jul 2, 2018	Hand Pose EstimationPose Estimation	—Unverified
Augmented Skeleton Space Transfer for Depth-based Hand Pose Estimation	May 11, 2018	Hand Pose EstimationPose Estimation	—Unverified
Two-Stream Binocular Network: Accurate Near Field Finger Detection Based On Binocular Images	Apr 26, 2018	Fingertip DetectionHand Pose Estimation	—Unverified
Hand Pose Estimation via Latent 2.5D Heatmap Regression	Apr 25, 2018	3D Hand Pose EstimationHand Pose Estimation	—Unverified
Learning Pose Specific Representations by Predicting Different Views	Apr 10, 2018	Hand Pose EstimationObject	CodeCode Available
Interactive Hand Pose Estimation: Boosting accuracy in localizing extended finger joints	Apr 2, 2018	3D Hand Pose EstimationHand Pose Estimation	—Unverified
Cross-modal Deep Variational Hand Pose Estimation	Mar 30, 2018	Hand Pose EstimationPose Estimation	CodeCode Available
Using a single RGB frame for real time 3D hand pose estimation in the wild	Dec 11, 2017	3D Hand Pose EstimationCamera Calibration	—Unverified
Depth-Based 3D Hand Pose Estimation: From Current Achievements to Future Goals	Dec 11, 2017	3D Hand Pose Estimation3D Pose Estimation	CodeCode Available
Feature Mapping for Learning Fast and Accurate 3D Pose Inference from Synthetic Images	Dec 11, 2017	3D Hand Pose EstimationHand Pose Estimation	—Unverified
Simultaneous Hand Pose and Skeleton Bone-Lengths Estimation from a Single Depth Image	Dec 8, 2017	Hand Pose EstimationPose Estimation	—Unverified
Occlusion-aware Hand Pose Estimation Using Hierarchical Mixture Density Network	Nov 29, 2017	Hand Pose EstimationPose Estimation	—Unverified
Dense 3D Regression for Hand Pose Estimation	Nov 24, 2017	3D Hand Pose EstimationHand Pose Estimation	CodeCode Available
V2V-PoseNet: Voxel-to-Voxel Prediction Network for Accurate 3D Hand and Human Pose Estimation from a Single Depth Map	Nov 20, 2017	3D Hand Pose Estimation3D Human Pose Estimation	CodeCode Available
Learning Hand Articulations by Hallucinating Heat Distribution	Oct 1, 2017	DescriptiveHallucination	—Unverified
Robust Hand Pose Estimation During the Interaction With an Unknown Object	Oct 1, 2017	3D Hand Pose EstimationHand Pose Estimation	—Unverified
DeepPrior++: Improving Fast and Accurate 3D Hand Pose Estimation	Aug 28, 2017	3D Hand Pose EstimationData Augmentation	CodeCode Available
Pose Guided Structured Region Ensemble Network for Cascaded Hand Pose Estimation	Aug 11, 2017	Hand Pose EstimationPose Estimation	CodeCode Available
Towards Good Practices for Deep 3D Hand Pose Estimation	Jul 23, 2017	3D Hand Pose EstimationData Augmentation	—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