3D Hand Pose Estimation on FreiHAND

Metric: PA-MPVPE (higher is better)

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#	Model↕	PA-MPVPE▼	Extra Data	Paper	Date↕	Code
1	Hasson et al.	13.2	No	Learning joint reconstruction of hands and manip...	2019-04-11	Code
2	Boukhayma et al.	13	No	3D Hand Shape and Pose from Images in the Wild	2019-02-09	Code
3	PIXIE hand expert	12.1	No	Collaborative Regression of Expressive Bodies us...	2021-05-11	Code
4	ExPose (hand sub-network h)	11.8	No	Monocular Expressive Body Regression through Bod...	2020-08-20	Code
5	MANO CNN	10.9	No	FreiHAND: A Dataset for Markerless Capture of Ha...	2019-09-10	-
6	Zimmermann et al.	10.7	No	FreiHAND: A Dataset for Markerless Capture of Ha...	2019-09-10	-
7	YoutubeHand	8.6	No	Weakly-Supervised Mesh-Convolutional Hand Recons...	2020-04-04	Code
8	Pose2Mesh	7.8	No	Pose2Mesh: Graph Convolutional Network for 3D Hu...	2020-08-20	Code
9	Hand4Whole	7.7	No	Accurate 3D Hand Pose Estimation for Whole-Body ...	2020-11-23	Code
10	I2L-MeshNet	7.6	No	I2L-MeshNet: Image-to-Lixel Prediction Network f...	2020-08-09	Code
11	HIU-DMTL	7.3	No	Hand Image Understanding via Deep Multi-Task Lea...	2021-07-24	Code
12	FastMETRO	7.1	No	Cross-Attention of Disentangled Modalities for 3...	2022-07-27	Code
13	CMR	7	No	Camera-Space Hand Mesh Recovery via Semantic Agg...	2021-03-04	Code
14	I2UV-HandNet	6.9	No	I2UV-HandNet: Image-to-UV Prediction Network for...	2021-02-07	-
15	FastViT-MA36	6.7	No	FastViT: A Fast Hybrid Vision Transformer using ...	2023-03-24	Code
16	Tang et al.	6.7	No	Towards Accurate Alignment in Real-time 3D Hand-...	2021-09-03	-
17	PointHMR	6.6	No	Sampling is Matter: Point-guided 3D Human Mesh R...	2023-04-19	Code
18	SAR	6.5	No	-	-	-
19	Deformer	6.4	No	-	-	Code
20	METRO	6.3	No	End-to-End Human Pose and Mesh Reconstruction wi...	2020-12-17	Code
21	AMVUR	6.1	No	A Probabilistic Attention Model with Occlusion-a...	2023-04-27	Code
22	Zhou et al.	6	No	A Simple Baseline for Efficient Hand Mesh Recons...	2024-03-04	Code
23	MeshGraphormer	6	No	Mesh Graphormer	2021-04-01	Code
24	MobRecon	5.8	No	MobRecon: Mobile-Friendly Hand Mesh Reconstructi...	2021-12-06	Code
25	HHMR	5.8	No	HHMR: Holistic Hand Mesh Recovery by Enhancing t...	2024-06-03	-
26	HaMeR	5.7	No	Reconstructing Hands in 3D with Transformers	2023-12-08	Code
27	MaskHand	5.4	No	MMHMR: Generative Masked Modeling for Hand Mesh ...	2024-12-18	-
28	HandOS	5.3	No	HandOS: 3D Hand Reconstruction in One Stage	2024-12-02	-
29	Hamba	5.3	No	Hamba: Single-view 3D Hand Reconstruction with G...	2024-07-12	Code
30	ExtPose	5.1	No	-	-	-
31	WiLoR	5.1	No	WiLoR: End-to-end 3D Hand Localization and Recon...	2024-09-18	Code

#1Hasson et al.SOTA
13.2
PA-MPVPE· 2019-04-11
Learning joint reconstruction of hands and manipulated objects Code
#2Boukhayma et al.SOTA
13
PA-MPVPE· 2019-02-09
3D Hand Shape and Pose from Images in the Wild Code
#3PIXIE hand expert
12.1
PA-MPVPE· 2021-05-11
Collaborative Regression of Expressive Bodies using Moderation Code
#4ExPose (hand sub-network h)
11.8
PA-MPVPE· 2020-08-20
Monocular Expressive Body Regression through Body-Driven Attention Code
#5MANO CNN
10.9
PA-MPVPE· 2019-09-10
FreiHAND: A Dataset for Markerless Capture of Hand Pose and Shape from Single RGB Images
#6Zimmermann et al.
10.7
PA-MPVPE· 2019-09-10
FreiHAND: A Dataset for Markerless Capture of Hand Pose and Shape from Single RGB Images
#7YoutubeHand
8.6
PA-MPVPE· 2020-04-04
Weakly-Supervised Mesh-Convolutional Hand Reconstruction in the Wild Code
#8Pose2Mesh
7.8
PA-MPVPE· 2020-08-20
Pose2Mesh: Graph Convolutional Network for 3D Human Pose and Mesh Recovery from a 2D Human Pose Code
#9Hand4Whole
7.7
PA-MPVPE· 2020-11-23
Accurate 3D Hand Pose Estimation for Whole-Body 3D Human Mesh Estimation Code
#10I2L-MeshNet
7.6
PA-MPVPE· 2020-08-09
I2L-MeshNet: Image-to-Lixel Prediction Network for Accurate 3D Human Pose and Mesh Estimation from a Single RGB Image Code
#11HIU-DMTL
7.3
PA-MPVPE· 2021-07-24
Hand Image Understanding via Deep Multi-Task Learning Code
#12FastMETRO
7.1
PA-MPVPE· 2022-07-27
Cross-Attention of Disentangled Modalities for 3D Human Mesh Recovery with Transformers Code
#13CMR
7
PA-MPVPE· 2021-03-04
Camera-Space Hand Mesh Recovery via Semantic Aggregation and Adaptive 2D-1D Registration Code
#14I2UV-HandNet
6.9
PA-MPVPE· 2021-02-07
I2UV-HandNet: Image-to-UV Prediction Network for Accurate and High-fidelity 3D Hand Mesh Modeling
#15FastViT-MA36
6.7
PA-MPVPE· 2023-03-24
FastViT: A Fast Hybrid Vision Transformer using Structural Reparameterization Code
#16Tang et al.
6.7
PA-MPVPE· 2021-09-03
Towards Accurate Alignment in Real-time 3D Hand-Mesh Reconstruction
#17PointHMR
6.6
PA-MPVPE· 2023-04-19
Sampling is Matter: Point-guided 3D Human Mesh Reconstruction Code
#18SAR
6.5
PA-MPVPE
No paper
#19Deformer
6.4
PA-MPVPE
No paperCode
#20METRO
6.3
PA-MPVPE· 2020-12-17
End-to-End Human Pose and Mesh Reconstruction with Transformers Code
#21AMVUR
6.1
PA-MPVPE· 2023-04-27
A Probabilistic Attention Model with Occlusion-aware Texture Regression for 3D Hand Reconstruction from a Single RGB Image Code
#22Zhou et al.
6
PA-MPVPE· 2024-03-04
A Simple Baseline for Efficient Hand Mesh Reconstruction Code
#23MeshGraphormer
6
PA-MPVPE· 2021-04-01
Mesh Graphormer Code
#24MobRecon
5.8
PA-MPVPE· 2021-12-06
MobRecon: Mobile-Friendly Hand Mesh Reconstruction from Monocular Image Code
#25HHMR
5.8
PA-MPVPE· 2024-06-03
HHMR: Holistic Hand Mesh Recovery by Enhancing the Multimodal Controllability of Graph Diffusion Models
#26HaMeR
5.7
PA-MPVPE· 2023-12-08
Reconstructing Hands in 3D with Transformers Code
#27MaskHand
5.4
PA-MPVPE· 2024-12-18
MMHMR: Generative Masked Modeling for Hand Mesh Recovery
#28HandOS
5.3
PA-MPVPE· 2024-12-02
HandOS: 3D Hand Reconstruction in One Stage
#29Hamba
5.3
PA-MPVPE· 2024-07-12
Hamba: Single-view 3D Hand Reconstruction with Graph-guided Bi-Scanning Mamba Code
#30ExtPose
5.1
PA-MPVPE
No paper
#31WiLoR
5.1
PA-MPVPE· 2024-09-18
WiLoR: End-to-end 3D Hand Localization and Reconstruction in-the-wild Code