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

MuPoTS-3D

3D Multi-Person Pose Estimation (root-relative) Benchmark

Performance Over Time

📊 Showing 19 results | 📏 Metric: 3DPCK

Top Performing Models

Rank	Model	Paper	3DPCK	Date	Code
1	Mehta et al.	Single-Shot Multi-Person 3D Pose Estimation From Monocular RGB	132.00	2017-12-09	📦 Daniil-Osokin/lightweight-human-pose-estimation-3d-demo.pytorch 📦 ataata107/Research-Papers-Implementations 📦 ModelBunker/Lightweight-OpenPose-PyTorch 📦 2xic/openpose-pigs 📦 omkarbhope/Pose-Estimation
2	Depth Prediction Network	Absolute Human Pose Estimation with Depth Prediction Network	120.00	2019-04-11	📦 vegesm/depthpose
3	TDBU_Net	Monocular 3D Multi-Person Pose Estimation by Integrating Top-Down and Bottom-Up Networks	89.60	2021-04-05	📦 3dpose/3D-Multi-Person-Pose
4	Dual network	Dual networks based 3D Multi-Person Pose Estimation from Monocular Video	89.60	2022-05-02	📦 3dpose/3D-Multi-Person-Pose
5	GnTCN	Graph and Temporal Convolutional Networks for 3D Multi-person Pose Estimation in Monocular Videos	87.50	2020-12-22	📦 3dpose/GnTCN
6	PIRN	Permutation-Invariant Relational Network for Multi-person 3D Pose Estimation	85.80	2022-04-11	-
7	Temporal Smoothing	Temporal Smoothing for 3D Human Pose Estimation and Localization for Occluded People	85.30	2020-10-31	📦 vegesm/pose_refinement
8	GR-M3D	Dynamic Graph Reasoning for Multi-person 3D Pose Estimation	84.60	2022-07-22	-
9	HDNet	HDNet: Human Depth Estimation for Multi-Person Camera-Space Localization	83.70	2020-07-17	📦 jiahaoLjh/HumanDepth
10	POTR-3D	Towards Robust and Smooth 3D Multi-Person Pose Estimation from Monocular Videos in the Wild	83.70	2023-09-15	-

All Papers (19)

Single-Shot Multi-Person 3D Pose Estimation From Monocular RGB

2017

Mehta et al.

Daniil-Osokin/lightweight-human-pose-estimation-3d-demo.pytorch ataata107/Research-Papers-Implementations

Absolute Human Pose Estimation with Depth Prediction Network

2019

Depth Prediction Network

vegesm/depthpose

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

2021

TDBU_Net

3dpose/3D-Multi-Person-Pose

Dual networks based 3D Multi-Person Pose Estimation from Monocular Video

2022

Dual network

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

Temporal Smoothing for 3D Human Pose Estimation and Localization for Occluded People

2020

Temporal Smoothing

vegesm/pose_refinement

Dynamic Graph Reasoning for Multi-person 3D Pose Estimation

2022

GR-M3D

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

2020

HDNet

jiahaoLjh/HumanDepth

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

2023

POTR-3D

Deep Monocular 3D Human Pose Estimation via Cascaded Dimension-Lifting

2021

Cascaded Dimension-Lifting

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

2020

WDSPose

vegesm/wdspose

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

2022

DAS

wangzt-halo/das

PI-Net: Pose Interacting Network for Multi-Person Monocular 3D Pose Estimation

2020

PI-Net

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

2020

HMOR

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

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

Single-Shot Multi-Person 3D Pose Estimation From Monocular RGB

2017

Single-Shot Multi-Person

Daniil-Osokin/lightweight-human-pose-estimation-3d-demo.pytorch ataata107/Research-Papers-Implementations

MuPoTS-3D

Performance Over Time

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Top Performing Models

All Papers (19)

Single-Shot Multi-Person 3D Pose Estimation From Monocular RGB

Absolute Human Pose Estimation with Depth Prediction Network

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

Dual networks based 3D Multi-Person Pose Estimation from Monocular Video

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

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

Temporal Smoothing for 3D Human Pose Estimation and Localization for Occluded People

Dynamic Graph Reasoning for Multi-person 3D Pose Estimation

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

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

Deep Monocular 3D Human Pose Estimation via Cascaded Dimension-Lifting

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

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

PI-Net: Pose Interacting Network for Multi-Person Monocular 3D Pose Estimation

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

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

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

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

Single-Shot Multi-Person 3D Pose Estimation From Monocular RGB

Model	Paper	3DPCK	Date
Mehta et al.	Single-Shot Multi-Person 3D Pose Estimation From …	132.00	2017-12-09
Depth Prediction Network	Absolute Human Pose Estimation with Depth Predict…	120.00	2019-04-11
TDBU_Net	Monocular 3D Multi-Person Pose Estimation by Inte…	89.60	2021-04-05
Dual network	Dual networks based 3D Multi-Person Pose Estimati…	89.60	2022-05-02
GnTCN	Graph and Temporal Convolutional Networks for 3D …	87.50	2020-12-22
PIRN	Permutation-Invariant Relational Network for Mult…	85.80	2022-04-11
Temporal Smoothing	Temporal Smoothing for 3D Human Pose Estimation a…	85.30	2020-10-31
GR-M3D	Dynamic Graph Reasoning for Multi-person 3D Pose …	84.60	2022-07-22
HDNet	HDNet: Human Depth Estimation for Multi-Person Ca…	83.70	2020-07-17
POTR-3D	Towards Robust and Smooth 3D Multi-Person Pose Es…	83.70	2023-09-15
Cascaded Dimension-Lifting	Deep Monocular 3D Human Pose Estimation via Casca…	83.30	2021-04-08
WDSPose	Multi-Person Absolute 3D Human Pose Estimation wi…	82.70	2020-04-08
DAS	Distribution-Aware Single-Stage Models for Multi-…	82.70	2022-03-15
PI-Net	PI-Net: Pose Interacting Network for Multi-Person…	82.50	2020-10-11
HMOR	HMOR: Hierarchical Multi-Person Ordinal Relations…	82.00	2020-08-01
3DMPPE_POSENET	Camera Distance-aware Top-down Approach for 3D Mu…	81.80	2019-07-26
Liu et al.	Explicit Occlusion Reasoning for Multi-person 3D …	79.40	2022-07-29
SMAP	SMAP: Single-Shot Multi-Person Absolute 3D Pose E…	73.50	2020-08-26
Single-Shot Multi-Person	Single-Shot Multi-Person 3D Pose Estimation From …	65.00	2017-12-09