1 Image, 2*2 Stitchi on FreiHAND

Metric: PA-MPVPE (higher is better)

LeaderboardDataset

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Results

#	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