3D Multi-Person Pose Estimation on Panoptic

Metric: Average MPJPE (mm) (higher is better)

LeaderboardDataset

Loading chart...

Results

Hide extra data

Sort:

#	Model↕	Average MPJPE (mm)▼	Extra Data	Paper	Date↕	Code
1	BMP	135.4	No	Body Meshes as Points	2021-05-06	Code
2	InstanceHMR	126.1	Yes	-	-	Code
3	SMAP	61.8	Yes	SMAP: Single-Shot Multi-Person Absolute 3D Pose ...	2020-08-26	Code
4	VirtualPose	58.9	Yes	VirtualPose: Learning Generalizable 3D Human Pos...	2022-07-20	Code
5	GR-M3D	57.9	No	Dynamic Graph Reasoning for Multi-person 3D Pose...	2022-07-22	-
6	DAS	53.8	Yes	Distribution-Aware Single-Stage Models for Multi...	2022-03-15	Code
7	HMOR	51.6	Yes	HMOR: Hierarchical Multi-Person Ordinal Relation...	2020-08-01	-
8	MVG	50	Yes	Multi-person 3D Pose Estimation in Crowded Scene...	2020-07-21	Code
9	PIRN	49.8	Yes	Permutation-Invariant Relational Network for Mul...	2022-04-11	-
10	IVT (f=5)	48.4	Yes	IVT: An End-to-End Instance-guided Video Transfo...	2022-08-06	-
11	Light3DPose	38.59	Yes	Light3DPose: Real-time Multi-Person 3D PoseEstim...	2020-04-06	-
12	RapidPoseTriangulation (without training)	30.5	No	RapidPoseTriangulation: Multi-view Multi-person ...	2025-03-27	Code
13	QuickPose	29.4	Yes	-	-	-
14	VoxelTrack	18.49	Yes	VoxelTrack: Multi-Person 3D Human Pose Estimatio...	2021-08-05	-
15	Faster VoxelPose	18.41	Yes	Faster VoxelPose: Real-time 3D Human Pose Estima...	2022-07-22	Code
16	VoxelPose	17.68	Yes	VoxelPose: Towards Multi-Camera 3D Human Pose Es...	2020-04-13	Code
17	PlaneSweepPose	16.75	Yes	Multi-View Multi-Person 3D Pose Estimation with ...	2021-04-06	Code
18	MvP	15.8	Yes	Direct Multi-view Multi-person 3D Pose Estimation	2021-11-07	Code
19	PRGN	15.68	Yes	Graph-Based 3D Multi-Person Pose Estimation Usin...	2021-09-13	Code
20	TesseTrack	7.3	Yes	-	-	-

#1BMPSOTA
135.4
Average MPJPE (mm)· 2021-05-06
Body Meshes as Points Code
#2InstanceHMR
126.1
Average MPJPE (mm)· Extra Data
No paperCode
#3SMAPSOTA
61.8
Average MPJPE (mm)· Extra Data· 2020-08-26
SMAP: Single-Shot Multi-Person Absolute 3D Pose Estimation Code
#4VirtualPose
58.9
Average MPJPE (mm)· Extra Data· 2022-07-20
VirtualPose: Learning Generalizable 3D Human Pose Models from Virtual Data Code
#5GR-M3D
57.9
Average MPJPE (mm)· 2022-07-22
Dynamic Graph Reasoning for Multi-person 3D Pose Estimation
#6DAS
53.8
Average MPJPE (mm)· Extra Data· 2022-03-15
Distribution-Aware Single-Stage Models for Multi-Person 3D Pose Estimation Code
#7HMORSOTA
51.6
Average MPJPE (mm)· Extra Data· 2020-08-01
HMOR: Hierarchical Multi-Person Ordinal Relations for Monocular Multi-Person 3D Pose Estimation
#8MVGSOTA
50
Average MPJPE (mm)· Extra Data· 2020-07-21
Multi-person 3D Pose Estimation in Crowded Scenes Based on Multi-View Geometry Code
#9PIRN
49.8
Average MPJPE (mm)· Extra Data· 2022-04-11
Permutation-Invariant Relational Network for Multi-person 3D Pose Estimation
#10IVT (f=5)
48.4
Average MPJPE (mm)· Extra Data· 2022-08-06
IVT: An End-to-End Instance-guided Video Transformer for 3D Pose Estimation
#11Light3DPoseSOTA
38.59
Average MPJPE (mm)· Extra Data· 2020-04-06
Light3DPose: Real-time Multi-Person 3D PoseEstimation from Multiple Views
#12RapidPoseTriangulation (without training)
30.5
Average MPJPE (mm)· 2025-03-27
RapidPoseTriangulation: Multi-view Multi-person Whole-body Human Pose Triangulation in a Millisecond Code
#13QuickPose
29.4
Average MPJPE (mm)· Extra Data
No paper
#14VoxelTrack
18.49
Average MPJPE (mm)· Extra Data· 2021-08-05
VoxelTrack: Multi-Person 3D Human Pose Estimation and Tracking in the Wild
#15Faster VoxelPose
18.41
Average MPJPE (mm)· Extra Data· 2022-07-22
Faster VoxelPose: Real-time 3D Human Pose Estimation by Orthographic Projection Code
#16VoxelPose
17.68
Average MPJPE (mm)· Extra Data· 2020-04-13
VoxelPose: Towards Multi-Camera 3D Human Pose Estimation in Wild Environment Code
#17PlaneSweepPose
16.75
Average MPJPE (mm)· Extra Data· 2021-04-06
Multi-View Multi-Person 3D Pose Estimation with Plane Sweep Stereo Code
#18MvP
15.8
Average MPJPE (mm)· Extra Data· 2021-11-07
Direct Multi-view Multi-person 3D Pose Estimation Code
#19PRGN
15.68
Average MPJPE (mm)· Extra Data· 2021-09-13
Graph-Based 3D Multi-Person Pose Estimation Using Multi-View Images Code
#20TesseTrack
7.3
Average MPJPE (mm)· Extra Data
No paper