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

This task aims to solve root-relative 3D multi-person pose estimation (person-centric coordinate system). No ground truth human bounding box and human root joint coordinates are used during testing stage.

( Image credit: RootNet )

Papers

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Showing 1–10 of 18 papers

Title	Date	Tasks	Status	Hype
Dual networks based 3D Multi-Person Pose Estimation from Monocular Video	May 2, 2022	3D Human Pose Estimation3D Multi-Person Pose Estimation	CodeCode Available	1
Distribution-Aware Single-Stage Models for Multi-Person 3D Pose Estimation	Mar 15, 2022	3D Multi-Person Pose Estimation3D Multi-Person Pose Estimation (absolute)	CodeCode Available	1
Monocular 3D Multi-Person Pose Estimation by Integrating Top-Down and Bottom-Up Networks	Apr 5, 2021	3D Multi-Person Pose Estimation3D Multi-Person Pose Estimation (absolute)	CodeCode Available	1
Graph and Temporal Convolutional Networks for 3D Multi-person Pose Estimation in Monocular Videos	Dec 22, 2020	3D Absolute Human Pose Estimation3D Human Pose Estimation	CodeCode Available	1
Temporal Smoothing for 3D Human Pose Estimation and Localization for Occluded People	Oct 31, 2020	3D Human Pose Estimation3D Multi-Person Pose Estimation	CodeCode Available	1
SMAP: Single-Shot Multi-Person Absolute 3D Pose Estimation	Aug 26, 2020	2D Pose Estimation3D Depth Estimation	CodeCode Available	1
HDNet: Human Depth Estimation for Multi-Person Camera-Space Localization	Jul 17, 2020	3D Multi-Person Pose Estimation (absolute)3D Multi-Person Pose Estimation (root-relative)	CodeCode Available	1
Multi-Person Absolute 3D Human Pose Estimation with Weak Depth Supervision	Apr 8, 2020	3D Human Pose Estimation3D Multi-Person Pose Estimation (absolute)	CodeCode Available	1
Towards Robust and Smooth 3D Multi-Person Pose Estimation from Monocular Videos in the Wild	Sep 15, 2023	3D Multi-Person Pose Estimation3D Multi-Person Pose Estimation (absolute)	—Unverified	0
Explicit Occlusion Reasoning for Multi-person 3D Human Pose Estimation	Jul 29, 2022	3D Human Pose Estimation3D Multi-Person Pose Estimation (absolute)	—Unverified	0

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Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	LCR-Net	MPJPE	146	—	Unverified
2	Mehta et al.	MPJPE	132	—	Unverified
3	Dual network	3DPCK	89.6	—	Unverified
4	TDBU_Net	3DPCK	89.6	—	Unverified
5	GnTCN	3DPCK	87.5	—	Unverified
6	PIRN	3DPCK	85.8	—	Unverified
7	Temporal Smoothing	3DPCK	85.3	—	Unverified
8	GR-M3D	3DPCK	84.6	—	Unverified
9	POTR-3D	3DPCK	83.7	—	Unverified
10	HDNet	3DPCK	83.7	—	Unverified