3D Hand Pose Estimation On Freihand

Metrics

PA-F@15mm

PA-F@5mm

PA-MPJPE

PA-MPVPE

Results

Performance results of various models on this benchmark

					Paper Title	Repository
Hasson et al.	0.908	0.436	-	13.2	Learning joint reconstruction of hands and manipulated objects
Boukhayma et al.	0.898	0.435	-	13.0	3D Hand Shape and Pose from Images in the Wild
PIXIE hand expert	0.919	0.468	12	12.1	Collaborative Regression of Expressive Bodies using Moderation
ExPose (hand sub-network h)	0.918	0.484	12.2	11.8	Monocular Expressive Body Regression through Body-Driven Attention
MANO CNN	0.934	0.516	11.0	10.9	FreiHAND: A Dataset for Markerless Capture of Hand Pose and Shape from Single RGB Images	-
Zimmermann et al.	0.935	0.529	-	10.7	FreiHAND: A Dataset for Markerless Capture of Hand Pose and Shape from Single RGB Images	-
YoutubeHand	0.966	0.614	8.4	8.6	Weakly-Supervised Mesh-Convolutional Hand Reconstruction in the Wild
Pose2Mesh	0.969	0.674	7.7	7.8	Pose2Mesh: Graph Convolutional Network for 3D Human Pose and Mesh Recovery from a 2D Human Pose
Hand4Whole	0.971	0.664	7.7	7.7	Accurate 3D Hand Pose Estimation for Whole-Body 3D Human Mesh Estimation
I2L-MeshNet	0.973	0.681	7.4	7.6	I2L-MeshNet: Image-to-Lixel Prediction Network for Accurate 3D Human Pose and Mesh Estimation from a Single RGB Image
HIU-DMTL	0.974	0.699	7.1	7.3	Hand Image Understanding via Deep Multi-Task Learning
FastMETRO	0.983	0.687	6.5	7.1	Cross-Attention of Disentangled Modalities for 3D Human Mesh Recovery with Transformers
CMR	0.977	0.715	6.9	7.0	Camera-Space Hand Mesh Recovery via Semantic Aggregation and Adaptive 2D-1D Registration
I2UV-HandNet	0.977	0.707	6.7	6.9	I2UV-HandNet: Image-to-UV Prediction Network for Accurate and High-fidelity 3D Hand Mesh Modeling	-
FastViT-MA36	0.981	0.722	6.6	6.7	FastViT: A Fast Hybrid Vision Transformer using Structural Reparameterization
Tang et al.	0.981	0.724	6.7	6.7	Towards Accurate Alignment in Real-time 3D Hand-Mesh Reconstruction	-
PointHMR	0.984	0.720	6.1	6.6	Sampling is Matter: Point-guided 3D Human Mesh Reconstruction
SAR	0.981	0.724	6.3	6.5	-	-
Deformer	0.984	0.743	6.2	6.4	Deformable Mesh Transformer for 3D Human Mesh Recovery	-
METRO	0.984	0.731	6.5	6.3	End-to-End Human Pose and Mesh Reconstruction with Transformers

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3D Hand Pose Estimation On Freihand

Metrics

Results