3D on FreiHAND

Metric: PA-F@5mm (higher is better)

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#	Model↕	PA-F@5mm▼	Augmentations	Paper	Date↕	Code
1	WiLoR	0.825	No	WiLoR: End-to-end 3D Hand Localization and Recon...	2024-09-18	Code
2	ExtPose	0.823	No	-	-	-
3	HandOS	0.812	No	HandOS: 3D Hand Reconstruction in One Stage	2024-12-02	-
4	Hamba	0.806	No	Hamba: Single-view 3D Hand Reconstruction with G...	2024-07-12	Code
5	MaskHand	0.801	No	MMHMR: Generative Masked Modeling for Hand Mesh ...	2024-12-18	-
6	HaMeR	0.785	No	Reconstructing Hands in 3D with Transformers	2023-12-08	Code
7	MobRecon	0.784	No	MobRecon: Mobile-Friendly Hand Mesh Reconstructi...	2021-12-06	Code
8	Zhou et al.	0.772	No	A Simple Baseline for Efficient Hand Mesh Recons...	2024-03-04	Code
9	AMVUR	0.767	No	A Probabilistic Attention Model with Occlusion-a...	2023-04-27	Code
10	MeshGraphormer	0.764	No	Mesh Graphormer	2021-04-01	Code
11	Deformer	0.743	No	-	-	Code
12	METRO	0.731	No	End-to-End Human Pose and Mesh Reconstruction wi...	2020-12-17	Code
13	SAR	0.724	No	-	-	-
14	Tang et al.	0.724	No	Towards Accurate Alignment in Real-time 3D Hand-...	2021-09-03	-
15	FastViT-MA36	0.722	No	FastViT: A Fast Hybrid Vision Transformer using ...	2023-03-24	Code
16	PointHMR	0.72	No	Sampling is Matter: Point-guided 3D Human Mesh R...	2023-04-19	Code
17	CMR	0.715	No	Camera-Space Hand Mesh Recovery via Semantic Agg...	2021-03-04	Code
18	I2UV-HandNet	0.707	No	I2UV-HandNet: Image-to-UV Prediction Network for...	2021-02-07	-
19	HIU-DMTL	0.699	No	Hand Image Understanding via Deep Multi-Task Lea...	2021-07-24	Code
20	FastMETRO	0.687	No	Cross-Attention of Disentangled Modalities for 3...	2022-07-27	Code
21	I2L-MeshNet	0.681	No	I2L-MeshNet: Image-to-Lixel Prediction Network f...	2020-08-09	Code
22	Pose2Mesh	0.674	No	Pose2Mesh: Graph Convolutional Network for 3D Hu...	2020-08-20	Code
23	Hand4Whole	0.664	No	Accurate 3D Hand Pose Estimation for Whole-Body ...	2020-11-23	Code
24	YoutubeHand	0.614	No	Weakly-Supervised Mesh-Convolutional Hand Recons...	2020-04-04	Code
25	Zimmermann et al.	0.529	No	FreiHAND: A Dataset for Markerless Capture of Ha...	2019-09-10	-
26	MANO CNN	0.516	No	FreiHAND: A Dataset for Markerless Capture of Ha...	2019-09-10	-
27	ExPose (hand sub-network h)	0.484	No	Monocular Expressive Body Regression through Bod...	2020-08-20	Code
28	PIXIE hand expert	0.468	No	Collaborative Regression of Expressive Bodies us...	2021-05-11	Code
29	Hasson et al.	0.436	No	Learning joint reconstruction of hands and manip...	2019-04-11	Code
30	Boukhayma et al.	0.435	No	3D Hand Shape and Pose from Images in the Wild	2019-02-09	Code

#1WiLoRSOTA
0.825
PA-F@5mm· 2024-09-18
WiLoR: End-to-end 3D Hand Localization and Reconstruction in-the-wild Code
#2ExtPose
0.823
PA-F@5mm
No paper
#3HandOS
0.812
PA-F@5mm· 2024-12-02
HandOS: 3D Hand Reconstruction in One Stage
#4HambaSOTA
0.806
PA-F@5mm· 2024-07-12
Hamba: Single-view 3D Hand Reconstruction with Graph-guided Bi-Scanning Mamba Code
#5MaskHand
0.801
PA-F@5mm· 2024-12-18
MMHMR: Generative Masked Modeling for Hand Mesh Recovery
#6HaMeRSOTA
0.785
PA-F@5mm· 2023-12-08
Reconstructing Hands in 3D with Transformers Code
#7MobReconSOTA
0.784
PA-F@5mm· 2021-12-06
MobRecon: Mobile-Friendly Hand Mesh Reconstruction from Monocular Image Code
#8Zhou et al.
0.772
PA-F@5mm· 2024-03-04
A Simple Baseline for Efficient Hand Mesh Reconstruction Code
#9AMVUR
0.767
PA-F@5mm· 2023-04-27
A Probabilistic Attention Model with Occlusion-aware Texture Regression for 3D Hand Reconstruction from a Single RGB Image Code
#10MeshGraphormerSOTA
0.764
PA-F@5mm· 2021-04-01
Mesh Graphormer Code
#11Deformer
0.743
PA-F@5mm
No paperCode
#12METROSOTA
0.731
PA-F@5mm· 2020-12-17
End-to-End Human Pose and Mesh Reconstruction with Transformers Code
#13SAR
0.724
PA-F@5mm
No paper
#14Tang et al.
0.724
PA-F@5mm· 2021-09-03
Towards Accurate Alignment in Real-time 3D Hand-Mesh Reconstruction
#15FastViT-MA36
0.722
PA-F@5mm· 2023-03-24
FastViT: A Fast Hybrid Vision Transformer using Structural Reparameterization Code
#16PointHMR
0.72
PA-F@5mm· 2023-04-19
Sampling is Matter: Point-guided 3D Human Mesh Reconstruction Code
#17CMR
0.715
PA-F@5mm· 2021-03-04
Camera-Space Hand Mesh Recovery via Semantic Aggregation and Adaptive 2D-1D Registration Code
#18I2UV-HandNet
0.707
PA-F@5mm· 2021-02-07
I2UV-HandNet: Image-to-UV Prediction Network for Accurate and High-fidelity 3D Hand Mesh Modeling
#19HIU-DMTL
0.699
PA-F@5mm· 2021-07-24
Hand Image Understanding via Deep Multi-Task Learning Code
#20FastMETRO
0.687
PA-F@5mm· 2022-07-27
Cross-Attention of Disentangled Modalities for 3D Human Mesh Recovery with Transformers Code
#21I2L-MeshNetSOTA
0.681
PA-F@5mm· 2020-08-09
I2L-MeshNet: Image-to-Lixel Prediction Network for Accurate 3D Human Pose and Mesh Estimation from a Single RGB Image Code
#22Pose2Mesh
0.674
PA-F@5mm· 2020-08-20
Pose2Mesh: Graph Convolutional Network for 3D Human Pose and Mesh Recovery from a 2D Human Pose Code
#23Hand4Whole
0.664
PA-F@5mm· 2020-11-23
Accurate 3D Hand Pose Estimation for Whole-Body 3D Human Mesh Estimation Code
#24YoutubeHandSOTA
0.614
PA-F@5mm· 2020-04-04
Weakly-Supervised Mesh-Convolutional Hand Reconstruction in the Wild Code
#25Zimmermann et al.SOTA
0.529
PA-F@5mm· 2019-09-10
FreiHAND: A Dataset for Markerless Capture of Hand Pose and Shape from Single RGB Images
#26MANO CNN
0.516
PA-F@5mm· 2019-09-10
FreiHAND: A Dataset for Markerless Capture of Hand Pose and Shape from Single RGB Images
#27ExPose (hand sub-network h)
0.484
PA-F@5mm· 2020-08-20
Monocular Expressive Body Regression through Body-Driven Attention Code
#28PIXIE hand expert
0.468
PA-F@5mm· 2021-05-11
Collaborative Regression of Expressive Bodies using Moderation Code
#29Hasson et al.SOTA
0.436
PA-F@5mm· 2019-04-11
Learning joint reconstruction of hands and manipulated objects Code
#30Boukhayma et al.SOTA
0.435
PA-F@5mm· 2019-02-09
3D Hand Shape and Pose from Images in the Wild Code