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3D Multi-Person Pose Estimation

This task aims to solve root-relative 3D multi-person pose estimation. No human bounding box and root joint coordinate groundtruth are used in testing time.

( Image credit: RootNet )

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 51–60 of 62 papers

Title	Date	Tasks	Status	Hype
End-to-end Dynamic Matching Network for Multi-view Multi-person 3d Pose Estimation	Aug 1, 2020	3D Generation3D Human Pose Estimation	—Unverified	0
HMOR: Hierarchical Multi-Person Ordinal Relations for Monocular Multi-Person 3D Pose Estimation	Aug 1, 2020	3D Human Pose Estimation3D Multi-Person Pose Estimation	—Unverified	0
Light3DPose: Real-time Multi-Person 3D PoseEstimation from Multiple Views	Apr 6, 2020	3D Multi-Person Pose Estimation3D Pose Estimation	—Unverified	0
AnimePose: Multi-person 3D pose estimation and animation	Feb 6, 2020	3D Human Pose Estimation3D Multi-Person Pose Estimation	—Unverified	0
Single-shot 3D multi-person pose estimation in complex images	Nov 8, 2019	3D Human Pose Estimation3D Multi-Person Human Pose Estimation	—Unverified	0
Camera Distance-aware Top-down Approach for 3D Multi-person Pose Estimation from a Single RGB Image	Jul 26, 2019	3D Absolute Human Pose Estimation3D Depth Estimation	CodeCode Available	0
XNect: Real-time Multi-Person 3D Motion Capture with a Single RGB Camera	Jul 1, 2019	3D Human Pose Estimation3D Multi-Person Human Pose Estimation	CodeCode Available	0
End-to-end Recovery of Human Shape and Pose	Dec 18, 2017	3D Hand Pose Estimation3D Human Pose Estimation	CodeCode Available	0
Multiple human 3d pose estimation from multiview images	Sep 4, 2017	3D Multi-Person Pose Estimation3D Pose Estimation	—Unverified	0
3D Pictorial Structures Revisited: Multiple Human Pose Estimation	Oct 1, 2016	3D Multi-Person Pose Estimation3D Pose Estimation	—Unverified	0

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All datasets Shelf Panoptic Campus MuPoTS-3D

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	RapidPoseTriangulation (with corrected labels)	PCP3D	100	—	Unverified
2	Feiz et al. (Kinematics)	PCP3D	98.6	—	Unverified
3	Zhang et al.	PCP3D	98.1	—	Unverified
4	QuickPose	PCP3D	98.1	—	Unverified
5	TesseTrack (correct)	PCP3D	97.9	—	Unverified
6	PlaneSweepPose	PCP3D	97.9	—	Unverified
7	PRGN	PCP3D	97.7	—	Unverified
8	UTTM	PCP3D	97.7	—	Unverified
9	4D Association Pose	PCP3D	97.6	—	Unverified
10	Faster VoxelPose	PCP3D	97.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BMP	Average MPJPE (mm)	135.4	—	Unverified
2	InstanceHMR	Average MPJPE (mm)	126.1	—	Unverified
3	SMAP	Average MPJPE (mm)	61.8	—	Unverified
4	VirtualPose	Average MPJPE (mm)	58.9	—	Unverified
5	GR-M3D	Average MPJPE (mm)	57.9	—	Unverified
6	DAS	Average MPJPE (mm)	53.8	—	Unverified
7	HMOR	Average MPJPE (mm)	51.6	—	Unverified
8	MVG	Average MPJPE (mm)	50	—	Unverified
9	PIRN	Average MPJPE (mm)	49.8	—	Unverified
10	IVT (f=5)	Average MPJPE (mm)	48.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TesseTrack	PCP3D	97.4	—	Unverified
2	PlaneSweepPose	PCP3D	97	—	Unverified
3	UMMT	PCP3D	97	—	Unverified
4	SmartEdgeSensor	PCP3D	97	—	Unverified
5	Faster VoxelPose	PCP3D	96.9	—	Unverified
6	Part-aware Pose	PCP3D	96.79	—	Unverified
7	VoxelPose	PCP3D	96.7	—	Unverified
8	VoxelTrack	PCP3D	96.7	—	Unverified
9	crossview_3d_pose_tracking	PCP3D	96.6	—	Unverified
10	MvP	PCP3D	96.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Multi-Person 3D Pose and Shape Estimation via Inverse Kinematics and Refinement	3DPCK	89.9	—	Unverified
2	Multi-HMR	3DPCK	89.5	—	Unverified
3	Unsupervised Cross-Modal Alignment	3DPCK	78.4	—	Unverified
4	MUG	3DPCK	76.27	—	Unverified
5	3DCrowdNet	3DPCK	76.2	—	Unverified
6	SelecSLS	3DPCK	75.8	—	Unverified
7	HG-RCNN	3DPCK	74.2	—	Unverified
8	BMP	3DPCK	73.83	—	Unverified
9	3DCrowdNet (HigherHRNet)	3DPCK	72.7	—	Unverified