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
Large-scale Multiview 3D Hand Pose Dataset	Jul 12, 2017	Deep LearningHand Pose Estimation	—Unverified
The 2017 Hands in the Million Challenge on 3D Hand Pose Estimation	Jul 7, 2017	3D Hand 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
Learning to Estimate 3D Hand Pose from Single RGB Images	May 3, 2017	3D Hand Pose EstimationHand Pose Estimation	CodeCode Available
BigHand2.2M Benchmark: Hand Pose Dataset and State of the Art Analysis	Apr 9, 2017	Art AnalysisHand Pose Estimation	—Unverified
First-Person Hand Action Benchmark with RGB-D Videos and 3D Hand Pose Annotations	Apr 8, 2017	3D Hand Pose EstimationAction Recognition	CodeCode Available
Hand3D: Hand Pose Estimation using 3D Neural Network	Apr 7, 2017	3D Hand Pose EstimationHand Pose Estimation	—Unverified
Real-time Hand Tracking under Occlusion from an Egocentric RGB-D Sensor	Apr 7, 2017	Hand Pose EstimationPose Estimation	—Unverified
A Comparison of Directional Distances for Hand Pose Estimation	Apr 3, 2017	BenchmarkingHand Pose Estimation	—Unverified
Crossing Nets: Combining GANs and VAEs with a Shared Latent Space for Hand Pose Estimation	Feb 11, 2017	3D Hand Pose EstimationCPU	—Unverified
Region Ensemble Network: Improving Convolutional Network for Hand Pose Estimation	Feb 8, 2017	Hand Pose EstimationPose Estimation	—Unverified
Multivariate Regression with Grossly Corrupted Observations: A Robust Approach and its Applications	Jan 11, 2017	Hand Pose EstimationPose Estimation	—Unverified
Training a Feedback Loop for Hand Pose Estimation	Sep 30, 2016	GPUHand Pose Estimation	—Unverified
Robust 3D Hand Pose Estimation in Single Depth Images: from Single-View CNN to Multi-View CNNs	Jun 23, 2016	3D Hand Pose EstimationHand Pose Estimation	—Unverified
Model-based Deep Hand Pose Estimation	Jun 22, 2016	Deep LearningHand Pose Estimation	CodeCode Available
DeepHand: Robust Hand Pose Estimation by Completing a Matrix Imputed With Deep Features	Jun 1, 2016	Hand Pose EstimationMatrix Completion	—Unverified
Efficiently Creating 3D Training Data for Fine Hand Pose Estimation	May 11, 2016	Hand Pose EstimationPose Estimation	CodeCode Available
Articulated Hand Pose Estimation Review	Apr 21, 2016	Hand Pose EstimationPose Estimation	—Unverified
Spatial Attention Deep Net with Partial PSO for Hierarchical Hybrid Hand Pose Estimation	Apr 12, 2016	Hand Pose EstimationPose Estimation	CodeCode Available
Direction matters: hand pose estimation from local surface normals	Apr 10, 2016	Hand Pose EstimationPose Estimation	—Unverified
3-D Hand Pose Estimation from Kinect's Point Cloud Using Appearance Matching	Apr 7, 2016	Hand Pose EstimationPose Estimation	—Unverified
Learning to Navigate the Energy Landscape	Mar 18, 2016	Camera RelocalizationHand Pose Estimation	—Unverified
Depth-Based Hand Pose Estimation: Data, Methods, and Challenges	Dec 1, 2015	Hand Pose EstimationPose Estimation	—Unverified
Opening the Black Box: Hierarchical Sampling Optimization for Estimating Human Hand Pose	Dec 1, 2015	Hand Pose EstimationImage Generation	—Unverified
A Collaborative Filtering Approach to Real-Time Hand Pose Estimation	Dec 1, 2015	Collaborative FilteringHand 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