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 76–100 of 260 papers

Title	Date	Tasks	Status	Score
Semi-Supervised 3D Hand-Object Poses Estimation with Interactions in Time	Jun 9, 2021	3D Hand Pose Estimationhand-object pose	CodeCode Available	5
Robustness Evaluation in Hand Pose Estimation Models using Metamorphic Testing	Mar 8, 2023	Hand Pose EstimationPose Estimation	CodeCode Available	5
Using Hand Pose Estimation To Automate Open Surgery Training Feedback	Nov 13, 2022	Hand Pose EstimationPose Estimation	CodeCode Available	5
Pose Guided Structured Region Ensemble Network for Cascaded Hand Pose Estimation	Aug 11, 2017	Hand Pose EstimationPose Estimation	CodeCode Available	5
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	5
FINNger -- Applying artificial intelligence to ease math learning for children	May 26, 2021	Hand Pose EstimationMath	CodeCode Available	5
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	5
Normalized Diversification	Apr 7, 2019	Conditional Image GenerationDiversity	CodeCode Available	5
MURAUER: Mapping Unlabeled Real Data for Label AUstERity	Nov 23, 2018	3D Hand Pose EstimationHand Pose Estimation	CodeCode Available	5
Monocular Total Capture: Posing Face, Body, and Hands in the Wild	Dec 4, 2018	3D Human Pose EstimationHand Pose Estimation	CodeCode Available	5
MPT: Mesh Pre-Training with Transformers for Human Pose and Mesh Reconstruction	Nov 24, 2022	3D Human Pose EstimationHand Pose Estimation	CodeCode Available	5
MuTr: Multi-Stage Transformer for Hand Pose Estimation from Full-Scene Depth Image	Jun 12, 2023	Hand Pose EstimationPose Estimation	CodeCode Available	5
OCHID-Fi: Occlusion-Robust Hand Pose Estimation in 3D via RF-Vision	Aug 20, 2023	3D Pose EstimationHand Pose Estimation	CodeCode Available	5
FastV2C-HandNet: Fast Voxel to Coordinate Hand Pose Estimation with 3D Convolutional Neural Networks	Jul 15, 2019	Hand Pose EstimationPose Estimation	CodeCode Available	5
Exploiting Spatial-Temporal Relationships for 3D Pose Estimation via Graph Convolutional Networks	Oct 1, 2019	3D Hand Pose Estimation3D Human Pose Estimation	CodeCode Available	5
Mining Multi-View Information: A Strong Self-Supervised Framework for Depth-Based 3D Hand Pose and Mesh Estimation	Jan 1, 2022	3D Hand Pose EstimationHand Pose Estimation	CodeCode Available	5
Fingerspelling PoseNet: Enhancing Fingerspelling Translation with Pose-Based Transformer Models	Nov 20, 2023	DecoderHand Pose Estimation	CodeCode Available	5
Learning to Estimate 3D Hand Pose from Single RGB Images	May 3, 2017	3D Hand Pose EstimationHand Pose Estimation	CodeCode Available	5
First-Person Hand Action Benchmark with RGB-D Videos and 3D Hand Pose Annotations	Apr 8, 2017	3D Hand Pose EstimationAction Recognition	CodeCode Available	5
Model-based Deep Hand Pose Estimation	Jun 22, 2016	Deep LearningHand Pose Estimation	CodeCode Available	5
Learning Pose Specific Representations by Predicting Different Views	Apr 10, 2018	Hand Pose EstimationObject	CodeCode Available	5
End-to-end Hand Mesh Recovery from a Monocular RGB Image	Feb 25, 2019	3D Hand Pose EstimationHand Pose Estimation	CodeCode Available	5
Pixel-wise Regression: 3D Hand Pose Estimation via Spatial-form Representation and Differentiable Decoder	May 6, 2019	3D Hand Pose EstimationDecoder	CodeCode Available	5
In-Hand Pose Estimation and Pin Inspection for Insertion of Through-Hole Components	Aug 2, 2022	Hand Pose EstimationPose Estimation	CodeCode Available	5
In My Perspective, In My Hands: Accurate Egocentric 2D Hand Pose and Action Recognition	Apr 14, 2024	Action RecognitionHand Pose Estimation	CodeCode Available	5

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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