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
SeqHAND: RGB-Sequence-Based 3D Hand Pose and Shape Estimation	Aug 1, 2020	3D Hand Pose EstimationHand Pose Estimation	—Unverified
Hand-Transformer: Non-Autoregressive Structured Modeling for 3D Hand Pose Estimation	Aug 1, 2020	3D Hand Pose EstimationDecoder	—Unverified
Adaptive Computationally Efficient Network for Monocular 3D Hand Pose Estimation	Aug 1, 2020	3D Hand Pose EstimationHand Pose Estimation	—Unverified
Collaborative Learning of Gesture Recognition and 3D Hand Pose Estimation with Multi-Order Feature Analysis	Aug 1, 2020	3D Hand Pose EstimationGesture Recognition	—Unverified
SeqHAND:RGB-Sequence-Based 3D Hand Pose and Shape Estimation	Jul 10, 2020	3D Hand Pose EstimationHand Pose Estimation	—Unverified
Generative Model-Based Loss to the Rescue: A Method to Overcome Annotation Errors for Depth-Based Hand Pose Estimation	Jul 6, 2020	Hand Pose EstimationPose Estimation	—Unverified
Joint Hand-object 3D Reconstruction from a Single Image with Cross-branch Feature Fusion	Jun 28, 2020	3D ReconstructionDepth Estimation	—Unverified
Recent Advances in 3D Object and Hand Pose Estimation	Jun 10, 2020	Hand Pose EstimationObject	—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
Two-hand Global 3D Pose Estimation Using Monocular RGB	Jun 1, 2020	3D Canonical Hand Pose Estimation3D Hand 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
Knowledge as Priors: Cross-Modal Knowledge Generalization for Datasets without Superior Knowledge	Apr 1, 2020	3D Hand Pose EstimationHand Pose Estimation	—Unverified
Measuring Generalisation to Unseen Viewpoints, Articulations, Shapes and Objects for 3D Hand Pose Estimation under Hand-Object Interaction	Mar 30, 2020	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
Rotation-invariant Mixed Graphical Model Network for 2D Hand Pose Estimation	Feb 5, 2020	Hand Pose EstimationPose Estimation	—Unverified
Silhouette-Net: 3D Hand Pose Estimation from Silhouettes	Dec 28, 2019	3D Hand Pose EstimationHand Pose Estimation	—Unverified
3D Hand Pose Estimation via Regularized Graph Representation Learning	Dec 4, 2019	3D Hand Pose EstimationGraph Representation Learning	—Unverified
An End-to-end Framework for Unconstrained Monocular 3D Hand Pose Estimation	Nov 28, 2019	3D Hand Pose EstimationHand Pose Estimation	—Unverified
Fast and Accurate 3D Hand Pose Estimation via Recurrent Neural Network for Capturing Hand Articulations	Nov 18, 2019	3D Hand Pose EstimationGPU	—Unverified
Exploiting Spatial-Temporal Relationships for 3D Pose Estimation via Graph Convolutional Networks	Oct 1, 2019	3D Hand Pose Estimation3D Human Pose Estimation	CodeCode Available
Aligning Latent Spaces for 3D Hand Pose Estimation	Oct 1, 2019	3D Hand Pose EstimationHand Pose Estimation	—Unverified
SO-HandNet: Self-Organizing Network for 3D Hand Pose Estimation With Semi-Supervised Learning	Oct 1, 2019	3D Hand Pose EstimationDecoder	—Unverified
Adaptive Graphical Model Network for 2D Handpose Estimation	Sep 18, 2019	Hand Pose Estimationmodel	CodeCode Available
Efficient 2.5D Hand Pose Estimation via Auxiliary Multi-Task Training for Embedded Devices	Sep 12, 2019	3D 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

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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