1 Image, 2*2 Stitchi on FreiHAND

Metric: PA-F@15mm (higher is better)

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#	Model↕	PA-F@15mm▼	Extra Data	Paper	Date↕	Code
1	ExtPose	0.993	No	-	-	-
2	WiLoR	0.993	No	WiLoR: End-to-end 3D Hand Localization and Recon...	2024-09-18	Code
3	Hamba	0.992	No	Hamba: Single-view 3D Hand Reconstruction with G...	2024-07-12	Code
4	HandOS	0.991	No	HandOS: 3D Hand Reconstruction in One Stage	2024-12-02	-
5	MaskHand	0.991	No	MMHMR: Generative Masked Modeling for Hand Mesh ...	2024-12-18	-
6	HaMeR	0.99	No	Reconstructing Hands in 3D with Transformers	2023-12-08	Code
7	AMVUR	0.987	No	A Probabilistic Attention Model with Occlusion-a...	2023-04-27	Code
8	MobRecon	0.986	No	MobRecon: Mobile-Friendly Hand Mesh Reconstructi...	2021-12-06	Code
9	Zhou et al.	0.986	No	A Simple Baseline for Efficient Hand Mesh Recons...	2024-03-04	Code
10	MeshGraphormer	0.986	No	Mesh Graphormer	2021-04-01	Code
11	PointHMR	0.984	No	Sampling is Matter: Point-guided 3D Human Mesh R...	2023-04-19	Code
12	Deformer	0.984	No	-	-	Code
13	METRO	0.984	No	End-to-End Human Pose and Mesh Reconstruction wi...	2020-12-17	Code
14	FastMETRO	0.983	No	Cross-Attention of Disentangled Modalities for 3...	2022-07-27	Code
15	SAR	0.981	No	-	-	-
16	FastViT-MA36	0.981	No	FastViT: A Fast Hybrid Vision Transformer using ...	2023-03-24	Code
17	Tang et al.	0.981	No	Towards Accurate Alignment in Real-time 3D Hand-...	2021-09-03	-
18	I2UV-HandNet	0.977	No	I2UV-HandNet: Image-to-UV Prediction Network for...	2021-02-07	-
19	CMR	0.977	No	Camera-Space Hand Mesh Recovery via Semantic Agg...	2021-03-04	Code
20	HIU-DMTL	0.974	No	Hand Image Understanding via Deep Multi-Task Lea...	2021-07-24	Code
21	I2L-MeshNet	0.973	No	I2L-MeshNet: Image-to-Lixel Prediction Network f...	2020-08-09	Code
22	Hand4Whole	0.971	No	Accurate 3D Hand Pose Estimation for Whole-Body ...	2020-11-23	Code
23	Pose2Mesh	0.969	No	Pose2Mesh: Graph Convolutional Network for 3D Hu...	2020-08-20	Code
24	YoutubeHand	0.966	No	Weakly-Supervised Mesh-Convolutional Hand Recons...	2020-04-04	Code
25	Zimmermann et al.	0.935	No	FreiHAND: A Dataset for Markerless Capture of Ha...	2019-09-10	-
26	MANO CNN	0.934	No	FreiHAND: A Dataset for Markerless Capture of Ha...	2019-09-10	-
27	PIXIE hand expert	0.919	No	Collaborative Regression of Expressive Bodies us...	2021-05-11	Code
28	ExPose (hand sub-network h)	0.918	No	Monocular Expressive Body Regression through Bod...	2020-08-20	Code
29	Hasson et al.	0.908	No	Learning joint reconstruction of hands and manip...	2019-04-11	Code
30	Boukhayma et al.	0.898	No	3D Hand Shape and Pose from Images in the Wild	2019-02-09	Code

#1ExtPose
0.993
PA-F@15mm
No paper
#2WiLoRSOTA
0.993
PA-F@15mm· 2024-09-18
WiLoR: End-to-end 3D Hand Localization and Reconstruction in-the-wild Code
#3HambaSOTA
0.992
PA-F@15mm· 2024-07-12
Hamba: Single-view 3D Hand Reconstruction with Graph-guided Bi-Scanning Mamba Code
#4HandOS
0.991
PA-F@15mm· 2024-12-02
HandOS: 3D Hand Reconstruction in One Stage
#5MaskHand
0.991
PA-F@15mm· 2024-12-18
MMHMR: Generative Masked Modeling for Hand Mesh Recovery
#6HaMeRSOTA
0.99
PA-F@15mm· 2023-12-08
Reconstructing Hands in 3D with Transformers Code
#7AMVURSOTA
0.987
PA-F@15mm· 2023-04-27
A Probabilistic Attention Model with Occlusion-aware Texture Regression for 3D Hand Reconstruction from a Single RGB Image Code
#8MobRecon
0.986
PA-F@15mm· 2021-12-06
MobRecon: Mobile-Friendly Hand Mesh Reconstruction from Monocular Image Code
#9Zhou et al.
0.986
PA-F@15mm· 2024-03-04
A Simple Baseline for Efficient Hand Mesh Reconstruction Code
#10MeshGraphormerSOTA
0.986
PA-F@15mm· 2021-04-01
Mesh Graphormer Code
#11PointHMR
0.984
PA-F@15mm· 2023-04-19
Sampling is Matter: Point-guided 3D Human Mesh Reconstruction Code
#12Deformer
0.984
PA-F@15mm
No paperCode
#13METROSOTA
0.984
PA-F@15mm· 2020-12-17
End-to-End Human Pose and Mesh Reconstruction with Transformers Code
#14FastMETRO
0.983
PA-F@15mm· 2022-07-27
Cross-Attention of Disentangled Modalities for 3D Human Mesh Recovery with Transformers Code
#15SAR
0.981
PA-F@15mm
No paper
#16FastViT-MA36
0.981
PA-F@15mm· 2023-03-24
FastViT: A Fast Hybrid Vision Transformer using Structural Reparameterization Code
#17Tang et al.
0.981
PA-F@15mm· 2021-09-03
Towards Accurate Alignment in Real-time 3D Hand-Mesh Reconstruction
#18I2UV-HandNet
0.977
PA-F@15mm· 2021-02-07
I2UV-HandNet: Image-to-UV Prediction Network for Accurate and High-fidelity 3D Hand Mesh Modeling
#19CMR
0.977
PA-F@15mm· 2021-03-04
Camera-Space Hand Mesh Recovery via Semantic Aggregation and Adaptive 2D-1D Registration Code
#20HIU-DMTL
0.974
PA-F@15mm· 2021-07-24
Hand Image Understanding via Deep Multi-Task Learning Code
#21I2L-MeshNetSOTA
0.973
PA-F@15mm· 2020-08-09
I2L-MeshNet: Image-to-Lixel Prediction Network for Accurate 3D Human Pose and Mesh Estimation from a Single RGB Image Code
#22Hand4Whole
0.971
PA-F@15mm· 2020-11-23
Accurate 3D Hand Pose Estimation for Whole-Body 3D Human Mesh Estimation Code
#23Pose2Mesh
0.969
PA-F@15mm· 2020-08-20
Pose2Mesh: Graph Convolutional Network for 3D Human Pose and Mesh Recovery from a 2D Human Pose Code
#24YoutubeHandSOTA
0.966
PA-F@15mm· 2020-04-04
Weakly-Supervised Mesh-Convolutional Hand Reconstruction in the Wild Code
#25Zimmermann et al.SOTA
0.935
PA-F@15mm· 2019-09-10
FreiHAND: A Dataset for Markerless Capture of Hand Pose and Shape from Single RGB Images
#26MANO CNN
0.934
PA-F@15mm· 2019-09-10
FreiHAND: A Dataset for Markerless Capture of Hand Pose and Shape from Single RGB Images
#27PIXIE hand expert
0.919
PA-F@15mm· 2021-05-11
Collaborative Regression of Expressive Bodies using Moderation Code
#28ExPose (hand sub-network h)
0.918
PA-F@15mm· 2020-08-20
Monocular Expressive Body Regression through Body-Driven Attention Code
#29Hasson et al.SOTA
0.908
PA-F@15mm· 2019-04-11
Learning joint reconstruction of hands and manipulated objects Code
#30Boukhayma et al.SOTA
0.898
PA-F@15mm· 2019-02-09
3D Hand Shape and Pose from Images in the Wild Code