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 126–150 of 260 papers

Title	Date	Tasks	Status	Hype
End-to-End Detection and Pose Estimation of Two Interacting Hands	Jan 1, 2021	2D Pose EstimationHand Pose Estimation	—Unverified	0
Exploiting Learnable Joint Groups for Hand Pose Estimation	Dec 17, 2020	Hand Pose EstimationMulti-Task Learning	CodeCode Available	1
EventHands: Real-Time Neural 3D Hand Pose Estimation from an Event Stream	Dec 11, 2020	3D Hand Pose EstimationHand Pose Estimation	CodeCode Available	1
DGGAN: Depth-image Guided Generative Adversarial Networks for Disentangling RGB and Depth Images in 3D Hand Pose Estimation	Dec 6, 2020	3D Hand Pose EstimationGenerative Adversarial Network	—Unverified	0
MVHM: A Large-Scale Multi-View Hand Mesh Benchmark for Accurate 3D Hand Pose Estimation	Dec 6, 2020	3D Hand Pose EstimationHand Pose Estimation	CodeCode Available	0
Accurate 3D Hand Pose Estimation for Whole-Body 3D Human Mesh Estimation	Nov 23, 2020	3D Hand Pose Estimation3D Human Pose Estimation	CodeCode Available	1
Active Learning for Bayesian 3D Hand Pose Estimation	Oct 1, 2020	3D Hand Pose EstimationActive Learning	CodeCode Available	1
SIA-GCN: A Spatial Information Aware Graph Neural Network with 2D Convolutions for Hand Pose Estimation	Sep 25, 2020	Graph Neural NetworkHand Pose Estimation	—Unverified	0
InterHand2.6M: A Dataset and Baseline for 3D Interacting Hand Pose Estimation from a Single RGB Image	Aug 21, 2020	3D Hand Pose Estimation3D Interacting Hand Pose Estimation	CodeCode Available	1
Physics-Based Dexterous Manipulations with Estimated Hand Poses and Residual Reinforcement Learning	Aug 7, 2020	3D Hand Pose EstimationHand Pose Estimation	—Unverified	0
Hand-Transformer: Non-Autoregressive Structured Modeling for 3D Hand Pose Estimation	Aug 1, 2020	3D Hand Pose EstimationDecoder	—Unverified	0
Adaptive Computationally Efficient Network for Monocular 3D Hand Pose Estimation	Aug 1, 2020	3D Hand Pose EstimationHand Pose Estimation	—Unverified	0
Collaborative Learning of Gesture Recognition and 3D Hand Pose Estimation with Multi-Order Feature Analysis	Aug 1, 2020	3D Hand Pose EstimationGesture Recognition	—Unverified	0
SeqHAND: RGB-Sequence-Based 3D Hand Pose and Shape Estimation	Aug 1, 2020	3D Hand Pose EstimationHand Pose Estimation	—Unverified	0
Body2Hands: Learning to Infer 3D Hands from Conversational Gesture Body Dynamics	Jul 23, 2020	3D Hand Pose EstimationHand Pose Estimation	CodeCode Available	1
Whole-Body Human Pose Estimation in the Wild	Jul 23, 2020	2D Human Pose EstimationFacial Landmark Detection	CodeCode Available	1
AWR: Adaptive Weighting Regression for 3D Hand Pose Estimation	Jul 19, 2020	3D Hand Pose EstimationHand Pose Estimation	CodeCode Available	1
SIMBA: Specific Identity Markers for Bone Age Assessment	Jul 10, 2020	Hand Pose EstimationPose Estimation	CodeCode Available	1
SeqHAND:RGB-Sequence-Based 3D Hand Pose and Shape Estimation	Jul 10, 2020	3D Hand Pose EstimationHand Pose Estimation	—Unverified	0
JGR-P2O: Joint Graph Reasoning based Pixel-to-Offset Prediction Network for 3D Hand Pose Estimation from a Single Depth Image	Jul 9, 2020	3D Hand Pose EstimationGPU	CodeCode Available	1
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	0
Joint Hand-object 3D Reconstruction from a Single Image with Cross-branch Feature Fusion	Jun 28, 2020	3D ReconstructionDepth Estimation	—Unverified	0
Sequential Graph Convolutional Network for Active Learning	Jun 18, 2020	Active LearningHand Pose Estimation	CodeCode Available	1
Recent Advances in 3D Object and Hand Pose Estimation	Jun 10, 2020	Hand Pose EstimationObject	—Unverified	0
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	0

Show:10 25 50

← PrevPage 6 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