3D Multi-Person Pose Estimation on MuPoTS-3D

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#	Model↕	3DPCK▼	Extra Data	Paper	Date↕	Code
1	Multi-Person 3D Pose and Shape Estimation via Inverse Kinematics and Refinement	89.9	Yes	Multi-Person 3D Pose and Shape Estimation via In...	2022-10-24	Code
2	TDBU_Net	89.6	No	Monocular 3D Multi-Person Pose Estimation by Int...	2021-04-05	Code
3	Dual network	89.6	No	Dual networks based 3D Multi-Person Pose Estimat...	2022-05-02	Code
4	Multi-HMR	89.5	Yes	Multi-HMR: Multi-Person Whole-Body Human Mesh Re...	2024-02-22	Code
5	GnTCN	87.5	No	Graph and Temporal Convolutional Networks for 3D...	2020-12-22	Code
6	PIRN	85.8	No	Permutation-Invariant Relational Network for Mul...	2022-04-11	-
7	Temporal Smoothing	85.3	No	Temporal Smoothing for 3D Human Pose Estimation ...	2020-10-31	Code
8	Temporal Smoothing	85.3	No	Temporal Smoothing for 3D Human Pose Estimation ...	2020-10-31	Code
9	GR-M3D	84.6	No	Dynamic Graph Reasoning for Multi-person 3D Pose...	2022-07-22	-
10	HDNet	83.7	No	HDNet: Human Depth Estimation for Multi-Person C...	2020-07-17	Code
11	POTR-3D	83.7	No	Towards Robust and Smooth 3D Multi-Person Pose E...	2023-09-15	-
12	Cascaded Dimension-Lifting	83.3	No	Deep Monocular 3D Human Pose Estimation via Casc...	2021-04-08	-
13	WDSPose	82.7	No	Multi-Person Absolute 3D Human Pose Estimation w...	2020-04-08	Code
14	DAS	82.7	No	Distribution-Aware Single-Stage Models for Multi...	2022-03-15	Code
15	PI-Net	82.5	No	PI-Net: Pose Interacting Network for Multi-Perso...	2020-10-11	-
16	HMOR	82	No	HMOR: Hierarchical Multi-Person Ordinal Relation...	2020-08-01	-
17	3DMPPE_POSENET	81.8	No	Camera Distance-aware Top-down Approach for 3D M...	2019-07-26	Code
18	Liu et al.	79.4	No	Explicit Occlusion Reasoning for Multi-person 3D...	2022-07-29	-
19	Unsupervised Cross-Modal Alignment	78.4	No	Unsupervised Cross-Modal Alignment for Multi-Per...	2020-08-04	Code
20	MUG	76.27	No	MUG: Multi-human Graph Network for 3D Mesh Recon...	2022-05-25	-
21	3DCrowdNet	76.2	No	Three Recipes for Better 3D Pseudo-GTs of 3D Hum...	2023-04-10	Code
22	SelecSLS	75.8	No	XNect: Real-time Multi-Person 3D Motion Capture ...	2019-07-01	Code
23	HG-RCNN	74.2	No	Multi-Person 3D Human Pose Estimation from Monoc...	2019-09-24	-
24	BMP	73.83	No	Body Meshes as Points	2021-05-06	Code
25	SMAP	73.5	No	SMAP: Single-Shot Multi-Person Absolute 3D Pose ...	2020-08-26	Code
26	3DCrowdNet (HigherHRNet)	72.7	No	Learning to Estimate Robust 3D Human Mesh from I...	2021-04-15	Code
27	Single-Shot Multi-Person	65	No	Single-Shot Multi-Person 3D Pose Estimation From...	2017-12-09	Code
28	POTR-3D	50.9	No	Towards Robust and Smooth 3D Multi-Person Pose E...	2023-09-15	-
29	TDBU_Net	48	No	Monocular 3D Multi-Person Pose Estimation by Int...	2021-04-05	Code
30	GnTCN	45.7	No	Graph and Temporal Convolutional Networks for 3D...	2020-12-22	Code
31	PIRN	44.1	No	Permutation-Invariant Relational Network for Mul...	2022-04-11	-
32	VirtualPose	44	No	VirtualPose: Learning Generalizable 3D Human Pos...	2022-07-20	Code
33	HMOR	43.8	No	HMOR: Hierarchical Multi-Person Ordinal Relation...	2020-08-01	-
34	GR-M3D	41.2	No	Dynamic Graph Reasoning for Multi-person 3D Pose...	2022-07-22	-
35	DAS	39.2	No	Distribution-Aware Single-Stage Models for Multi...	2022-03-15	Code
36	WDSPose	37.3	No	Multi-Person Absolute 3D Human Pose Estimation w...	2020-04-08	Code
37	Liu et al.	36.5	No	Explicit Occlusion Reasoning for Multi-person 3D...	2022-07-29	-
38	SMAP	35.4	No	SMAP: Single-Shot Multi-Person Absolute 3D Pose ...	2020-08-26	Code
39	HDNet	35.2	No	HDNet: Human Depth Estimation for Multi-Person C...	2020-07-17	Code
40	3DMPPE_POSENET	31.5	Yes	Camera Distance-aware Top-down Approach for 3D M...	2019-07-26	Code

#1Multi-Person 3D Pose and Shape Estimation via Inverse Kinematics and RefinementSOTA
89.9
3DPCK· Extra Data· 2022-10-24
Multi-Person 3D Pose and Shape Estimation via Inverse Kinematics and Refinement Code
#2TDBU_NetSOTA
89.6
3DPCK· 2021-04-05
Monocular 3D Multi-Person Pose Estimation by Integrating Top-Down and Bottom-Up Networks Code
#3Dual network
89.6
3DPCK· 2022-05-02
Dual networks based 3D Multi-Person Pose Estimation from Monocular Video Code
#4Multi-HMR
89.5
3DPCK· Extra Data· 2024-02-22
Multi-HMR: Multi-Person Whole-Body Human Mesh Recovery in a Single Shot Code
#5GnTCNSOTA
87.5
3DPCK· 2020-12-22
Graph and Temporal Convolutional Networks for 3D Multi-person Pose Estimation in Monocular Videos Code
#6PIRN
85.8
3DPCK· 2022-04-11
Permutation-Invariant Relational Network for Multi-person 3D Pose Estimation
#7Temporal SmoothingSOTA
85.3
3DPCK· 2020-10-31
Temporal Smoothing for 3D Human Pose Estimation and Localization for Occluded People Code
#8Temporal Smoothing
85.3
3DPCK· 2020-10-31
Temporal Smoothing for 3D Human Pose Estimation and Localization for Occluded People Code
#9GR-M3D
84.6
3DPCK· 2022-07-22
Dynamic Graph Reasoning for Multi-person 3D Pose Estimation
#10HDNetSOTA
83.7
3DPCK· 2020-07-17
HDNet: Human Depth Estimation for Multi-Person Camera-Space Localization Code
#11POTR-3D
83.7
3DPCK· 2023-09-15
Towards Robust and Smooth 3D Multi-Person Pose Estimation from Monocular Videos in the Wild
#12Cascaded Dimension-Lifting
83.3
3DPCK· 2021-04-08
Deep Monocular 3D Human Pose Estimation via Cascaded Dimension-Lifting
#13WDSPoseSOTA
82.7
3DPCK· 2020-04-08
Multi-Person Absolute 3D Human Pose Estimation with Weak Depth Supervision Code
#14DAS
82.7
3DPCK· 2022-03-15
Distribution-Aware Single-Stage Models for Multi-Person 3D Pose Estimation Code
#15PI-Net
82.5
3DPCK· 2020-10-11
PI-Net: Pose Interacting Network for Multi-Person Monocular 3D Pose Estimation
#16HMOR
82
3DPCK· 2020-08-01
HMOR: Hierarchical Multi-Person Ordinal Relations for Monocular Multi-Person 3D Pose Estimation
#173DMPPE_POSENETSOTA
81.8
3DPCK· 2019-07-26
Camera Distance-aware Top-down Approach for 3D Multi-person Pose Estimation from a Single RGB Image Code
#18Liu et al.
79.4
3DPCK· 2022-07-29
Explicit Occlusion Reasoning for Multi-person 3D Human Pose Estimation
#19Unsupervised Cross-Modal Alignment
78.4
3DPCK· 2020-08-04
Unsupervised Cross-Modal Alignment for Multi-Person 3D Pose Estimation Code
#20MUG
76.27
3DPCK· 2022-05-25
MUG: Multi-human Graph Network for 3D Mesh Reconstruction from 2D Pose
#213DCrowdNet
76.2
3DPCK· 2023-04-10
Three Recipes for Better 3D Pseudo-GTs of 3D Human Mesh Estimation in the Wild Code
#22SelecSLSSOTA
75.8
3DPCK· 2019-07-01
XNect: Real-time Multi-Person 3D Motion Capture with a Single RGB Camera Code
#23HG-RCNN
74.2
3DPCK· 2019-09-24
Multi-Person 3D Human Pose Estimation from Monocular Images
#24BMP
73.83
3DPCK· 2021-05-06
Body Meshes as Points Code
#25SMAP
73.5
3DPCK· 2020-08-26
SMAP: Single-Shot Multi-Person Absolute 3D Pose Estimation Code
#263DCrowdNet (HigherHRNet)
72.7
3DPCK· 2021-04-15
Learning to Estimate Robust 3D Human Mesh from In-the-Wild Crowded Scenes Code
#27Single-Shot Multi-PersonSOTA
65
3DPCK· 2017-12-09
Single-Shot Multi-Person 3D Pose Estimation From Monocular RGB Code
#28POTR-3D
50.9
3DPCK· 2023-09-15
Towards Robust and Smooth 3D Multi-Person Pose Estimation from Monocular Videos in the Wild
#29TDBU_Net
48
3DPCK· 2021-04-05
Monocular 3D Multi-Person Pose Estimation by Integrating Top-Down and Bottom-Up Networks Code
#30GnTCN
45.7
3DPCK· 2020-12-22
Graph and Temporal Convolutional Networks for 3D Multi-person Pose Estimation in Monocular Videos Code
#31PIRN
44.1
3DPCK· 2022-04-11
Permutation-Invariant Relational Network for Multi-person 3D Pose Estimation
#32VirtualPose
44
3DPCK· 2022-07-20
VirtualPose: Learning Generalizable 3D Human Pose Models from Virtual Data Code
#33HMOR
43.8
3DPCK· 2020-08-01
HMOR: Hierarchical Multi-Person Ordinal Relations for Monocular Multi-Person 3D Pose Estimation
#34GR-M3D
41.2
3DPCK· 2022-07-22
Dynamic Graph Reasoning for Multi-person 3D Pose Estimation
#35DAS
39.2
3DPCK· 2022-03-15
Distribution-Aware Single-Stage Models for Multi-Person 3D Pose Estimation Code
#36WDSPose
37.3
3DPCK· 2020-04-08
Multi-Person Absolute 3D Human Pose Estimation with Weak Depth Supervision Code
#37Liu et al.
36.5
3DPCK· 2022-07-29
Explicit Occlusion Reasoning for Multi-person 3D Human Pose Estimation
#38SMAP
35.4
3DPCK· 2020-08-26
SMAP: Single-Shot Multi-Person Absolute 3D Pose Estimation Code
#39HDNet
35.2
3DPCK· 2020-07-17
HDNet: Human Depth Estimation for Multi-Person Camera-Space Localization Code
#403DMPPE_POSENET
31.5
3DPCK· Extra Data· 2019-07-26
Camera Distance-aware Top-down Approach for 3D Multi-person Pose Estimation from a Single RGB Image Code