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 176–200 of 260 papers

Title	Date	Tasks	Status
Towards Markerless Grasp Capture	Jul 17, 2019	DiversityHand Pose Estimation	—Unverified
FastV2C-HandNet: Fast Voxel to Coordinate Hand Pose Estimation with 3D Convolutional Neural Networks	Jul 15, 2019	Hand Pose EstimationPose Estimation	CodeCode Available
CrossInfoNet: Multi-Task Information Sharing Based Hand Pose Estimation	Jun 1, 2019	Hand Pose EstimationPose Estimation	CodeCode Available
Self-Supervised 3D Hand Pose Estimation Through Training by Fitting	Jun 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
Pixel-wise Regression: 3D Hand Pose Estimation via Spatial-form Representation and Differentiable Decoder	May 6, 2019	3D Hand Pose EstimationDecoder	CodeCode Available
Disentangling Pose from Appearance in Monochrome Hand Images	Apr 16, 2019	2D Pose EstimationDisentanglement	—Unverified
Pushing the Envelope for RGB-based Dense 3D Hand Pose Estimation via Neural Rendering	Apr 8, 2019	3D Hand Pose Estimation3D Pose Estimation	—Unverified
Normalized Diversification	Apr 7, 2019	Conditional Image GenerationDiversity	CodeCode Available
Generalized Feedback Loop for Joint Hand-Object Pose Estimation	Mar 25, 2019	3D Hand Pose EstimationGPU	—Unverified
Hand range of motion evaluation for Rheumatoid Arthritis patients	Mar 16, 2019	Hand Pose EstimationPose Estimation	—Unverified
Hand Pose Estimation: A Survey	Mar 3, 2019	AllHand Pose Estimation	—Unverified
Bi-stream Pose Guided Region Ensemble Network for Fingertip Localization from Stereo Images	Feb 26, 2019	3D Hand Pose EstimationHand Pose Estimation	—Unverified
End-to-end Hand Mesh Recovery from a Monocular RGB Image	Feb 25, 2019	3D Hand Pose EstimationHand Pose Estimation	CodeCode Available
Feature Boosting Network For 3D Pose Estimation	Jan 15, 2019	3D Hand Pose Estimation3D Pose Estimation	—Unverified
Structure-Aware 3D Hourglass Network for Hand Pose Estimation from Single Depth Image	Dec 26, 2018	Hand Pose EstimationPose Estimation	—Unverified
Point-to-Pose Voting based Hand Pose Estimation using Residual Permutation Equivariant Layer	Dec 5, 2018	Hand Pose EstimationPoint Cloud Segmentation	—Unverified
Monocular Total Capture: Posing Face, Body, and Hands in the Wild	Dec 4, 2018	3D Human Pose EstimationHand Pose Estimation	CodeCode Available
Generating Realistic Training Images Based on Tonality-Alignment Generative Adversarial Networks for Hand Pose Estimation	Nov 25, 2018	Hand Pose EstimationPose Estimation	—Unverified
MURAUER: Mapping Unlabeled Real Data for Label AUstERity	Nov 23, 2018	3D Hand Pose EstimationHand Pose Estimation	CodeCode Available
RGB-based 3D Hand Pose Estimation via Privileged Learning with Depth Images	Nov 18, 2018	3D Hand Pose EstimationHand Pose Estimation	—Unverified
HANDS18: Methods, Techniques and Applications for Hand Observation	Oct 25, 2018	Gesture RecognitionHand Gesture Recognition	—Unverified
Domain Transfer for 3D Pose Estimation from Color Images without Manual Annotations	Oct 8, 2018	3D Hand Pose Estimation3D Pose Estimation	—Unverified
Context-Aware Deep Spatio-Temporal Network for Hand Pose Estimation from Depth Images	Oct 6, 2018	Hand Pose EstimationPose Estimation	—Unverified
HandMap: Robust Hand Pose Estimation via Intermediate Dense Guidance Map Supervision	Sep 1, 2018	Hand Pose EstimationPose 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