ML Research Wiki / Benchmarks / 3D Multi-Person Pose Estimation (absolute) / MuPoTS-3D

MuPoTS-3D

3D Multi-Person Pose Estimation (absolute) Benchmark

Performance Over Time

📊 Showing 14 results | 📏 Metric: 3DPCK

Top Performing Models

Rank	Model	Paper	3DPCK	Date	Code
1	Depth Prediction Network	Absolute Human Pose Estimation with Depth Prediction Network	292.00	2019-04-11	📦 vegesm/depthpose
2	POTR-3D	Towards Robust and Smooth 3D Multi-Person Pose Estimation from Monocular Videos in the Wild	50.90	2023-09-15	-
3	TDBU_Net	Monocular 3D Multi-Person Pose Estimation by Integrating Top-Down and Bottom-Up Networks	48.00	2021-04-05	📦 3dpose/3D-Multi-Person-Pose
4	GnTCN	Graph and Temporal Convolutional Networks for 3D Multi-person Pose Estimation in Monocular Videos	45.70	2020-12-22	📦 3dpose/GnTCN
5	PIRN	Permutation-Invariant Relational Network for Multi-person 3D Pose Estimation	44.10	2022-04-11	-
6	VirtualPose	VirtualPose: Learning Generalizable 3D Human Pose Models from Virtual Data	44.00	2022-07-20	📦 wkom/virtualpose
7	HMOR	HMOR: Hierarchical Multi-Person Ordinal Relations for Monocular Multi-Person 3D Pose Estimation	43.80	2020-08-01	-
8	GR-M3D	Dynamic Graph Reasoning for Multi-person 3D Pose Estimation	41.20	2022-07-22	-
9	DAS	Distribution-Aware Single-Stage Models for Multi-Person 3D Pose Estimation	39.20	2022-03-15	📦 wangzt-halo/das
10	WDSPose	Multi-Person Absolute 3D Human Pose Estimation with Weak Depth Supervision	37.30	2020-04-08	📦 vegesm/wdspose

All Papers (14)

Absolute Human Pose Estimation with Depth Prediction Network

2019

Depth Prediction Network

vegesm/depthpose

Towards Robust and Smooth 3D Multi-Person Pose Estimation from Monocular Videos in the Wild

2023

POTR-3D

Monocular 3D Multi-Person Pose Estimation by Integrating Top-Down and Bottom-Up Networks

2021

TDBU_Net

3dpose/3D-Multi-Person-Pose

Graph and Temporal Convolutional Networks for 3D Multi-person Pose Estimation in Monocular Videos

2020

GnTCN

3dpose/GnTCN

Permutation-Invariant Relational Network for Multi-person 3D Pose Estimation

2022

PIRN

VirtualPose: Learning Generalizable 3D Human Pose Models from Virtual Data

2022

VirtualPose

wkom/virtualpose

HMOR: Hierarchical Multi-Person Ordinal Relations for Monocular Multi-Person 3D Pose Estimation

2020

HMOR

Dynamic Graph Reasoning for Multi-person 3D Pose Estimation

2022

GR-M3D

Distribution-Aware Single-Stage Models for Multi-Person 3D Pose Estimation

2022

DAS

wangzt-halo/das

Multi-Person Absolute 3D Human Pose Estimation with Weak Depth Supervision

2020

WDSPose

vegesm/wdspose

Explicit Occlusion Reasoning for Multi-person 3D Human Pose Estimation

2022

Liu et al.

SMAP: Single-Shot Multi-Person Absolute 3D Pose Estimation

2020

SMAP

zju3dv/smap

HDNet: Human Depth Estimation for Multi-Person Camera-Space Localization

2020

HDNet

jiahaoLjh/HumanDepth

Camera Distance-aware Top-down Approach for 3D Multi-person Pose Estimation from a Single RGB Image

2019

3DMPPE_POSENET

mks0601/3DMPPE_POSENET_RELEASE mks0601/3DMPPE_ROOTNET_RELEASE

MuPoTS-3D

Performance Over Time

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Top Performing Models

All Papers (14)

Absolute Human Pose Estimation with Depth Prediction Network

Towards Robust and Smooth 3D Multi-Person Pose Estimation from Monocular Videos in the Wild

Monocular 3D Multi-Person Pose Estimation by Integrating Top-Down and Bottom-Up Networks

Graph and Temporal Convolutional Networks for 3D Multi-person Pose Estimation in Monocular Videos

Permutation-Invariant Relational Network for Multi-person 3D Pose Estimation

VirtualPose: Learning Generalizable 3D Human Pose Models from Virtual Data

HMOR: Hierarchical Multi-Person Ordinal Relations for Monocular Multi-Person 3D Pose Estimation

Dynamic Graph Reasoning for Multi-person 3D Pose Estimation

Distribution-Aware Single-Stage Models for Multi-Person 3D Pose Estimation

Multi-Person Absolute 3D Human Pose Estimation with Weak Depth Supervision

Explicit Occlusion Reasoning for Multi-person 3D Human Pose Estimation

SMAP: Single-Shot Multi-Person Absolute 3D Pose Estimation

HDNet: Human Depth Estimation for Multi-Person Camera-Space Localization

Camera Distance-aware Top-down Approach for 3D Multi-person Pose Estimation from a Single RGB Image

Model	Paper	3DPCK	Date
Depth Prediction Network	Absolute Human Pose Estimation with Depth Predict…	292.00	2019-04-11
POTR-3D	Towards Robust and Smooth 3D Multi-Person Pose Es…	50.90	2023-09-15
TDBU_Net	Monocular 3D Multi-Person Pose Estimation by Inte…	48.00	2021-04-05
GnTCN	Graph and Temporal Convolutional Networks for 3D …	45.70	2020-12-22
PIRN	Permutation-Invariant Relational Network for Mult…	44.10	2022-04-11
VirtualPose	VirtualPose: Learning Generalizable 3D Human Pose…	44.00	2022-07-20
HMOR	HMOR: Hierarchical Multi-Person Ordinal Relations…	43.80	2020-08-01
GR-M3D	Dynamic Graph Reasoning for Multi-person 3D Pose …	41.20	2022-07-22
DAS	Distribution-Aware Single-Stage Models for Multi-…	39.20	2022-03-15
WDSPose	Multi-Person Absolute 3D Human Pose Estimation wi…	37.30	2020-04-08
Liu et al.	Explicit Occlusion Reasoning for Multi-person 3D …	36.50	2022-07-29
SMAP	SMAP: Single-Shot Multi-Person Absolute 3D Pose E…	35.40	2020-08-26
HDNet	HDNet: Human Depth Estimation for Multi-Person Ca…	35.20	2020-07-17
3DMPPE_POSENET	Camera Distance-aware Top-down Approach for 3D Mu…	31.50	2019-07-26