3D Human Pose Estimation

3D Human Pose Estimation is a computer vision task that involves estimating the 3D positions and orientations of body joints and bones from 2D images or videos. The goal is to reconstruct the 3D pose of a person in real-time, which can be used in a variety of applications, such as virtual reality, human-computer interaction, and motion analysis.

Papers

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Showing 226–250 of 665 papers

Title	Date	Tasks	Status	Hype
Scene-aware Egocentric 3D Human Pose Estimation	Dec 20, 2022	3D Human Pose EstimationDepth Estimation	CodeCode Available	1
GFPose: Learning 3D Human Pose Prior with Gradient Fields	Dec 16, 2022	3D Human Pose EstimationDenoising	CodeCode Available	1
HUM3DIL: Semi-supervised Multi-modal 3D Human Pose Estimation for Autonomous Driving	Dec 15, 2022	3D Human Pose Estimation3D Pose Estimation	—Unverified	0
DiffuPose: Monocular 3D Human Pose Estimation via Denoising Diffusion Probabilistic Model	Dec 6, 2022	3D Human Pose EstimationDenoising	CodeCode Available	0
DiffPose: Toward More Reliable 3D Pose Estimation	Nov 30, 2022	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	1
Kinematic-aware Hierarchical Attention Network for Human Pose Estimation in Videos	Nov 29, 2022	2D Pose Estimation3D Human Pose Estimation	CodeCode Available	1
DiffPose: Multi-hypothesis Human Pose Estimation using Diffusion models	Nov 29, 2022	3D Human Pose EstimationMonocular 3D Human Pose Estimation	—Unverified	0
H3WB: Human3.6M 3D WholeBody Dataset and Benchmark	Nov 28, 2022	3D Facial Landmark Localization3D Hand Pose Estimation	CodeCode Available	2
MPT: Mesh Pre-Training with Transformers for Human Pose and Mesh Reconstruction	Nov 24, 2022	3D Human Pose EstimationHand Pose Estimation	CodeCode Available	0
Unsupervised 3D Keypoint Discovery with Multi-View Geometry	Nov 23, 2022	3D Human Pose EstimationKeypoint Estimation	—Unverified	0
Weakly-supervised Pre-training for 3D Human Pose Estimation via Perspective Knowledge	Nov 22, 2022	3D Human Pose Estimation3D Pose Estimation	—Unverified	0
Anatomy-guided domain adaptation for 3D in-bed human pose estimation	Nov 22, 2022	3D Human Pose EstimationAnatomy	CodeCode Available	1
PLIKS: A Pseudo-Linear Inverse Kinematic Solver for 3D Human Body Estimation	Nov 21, 2022	3D Human Pose EstimationCamera Calibration	CodeCode Available	0
MogaNet: Multi-order Gated Aggregation Network	Nov 7, 2022	3D Human Pose EstimationImage Classification	CodeCode Available	2
Multi-Person 3D Pose and Shape Estimation via Inverse Kinematics and Refinement	Oct 24, 2022	3D Human Pose Estimation3D Multi-Person Pose Estimation	CodeCode Available	1
MEEV: Body Mesh Estimation On Egocentric Video	Oct 21, 2022	3D human pose and shape estimation3D Human Pose Estimation	CodeCode Available	1
BlanketGen - A synthetic blanket occlusion augmentation pipeline for MoCap datasets	Oct 21, 2022	3D Human Pose EstimationPose Estimation	—Unverified	0
3D Human Pose Estimation in Multi-View Operating Room Videos Using Differentiable Camera Projections	Oct 21, 2022	3D Human Pose EstimationAction Recognition	—Unverified	0
Multi-hypothesis 3D human pose estimation metrics favor miscalibrated distributions	Oct 20, 2022	3D Human Pose EstimationDensity Estimation	CodeCode Available	0
A New Spatio-Temporal Loss Function for 3D Motion Reconstruction and Extended Temporal Metrics for Motion Evaluation	Oct 16, 2022	3D Human Pose EstimationPose Estimation	—Unverified	0
mRI: Multi-modal 3D Human Pose Estimation Dataset using mmWave, RGB-D, and Inertial Sensors	Oct 15, 2022	3D Human Pose EstimationAction Detection	—Unverified	0
MotionBERT: A Unified Perspective on Learning Human Motion Representations	Oct 12, 2022	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	3
Uplift and Upsample: Efficient 3D Human Pose Estimation with Uplifting Transformers	Oct 12, 2022	2D Pose Estimation3D Human Pose Estimation	CodeCode Available	1
ACRNet: Attention Cube Regression Network for Multi-view Real-time 3D Human Pose Estimation in Telemedicine	Oct 11, 2022	3D Human Pose EstimationPose Estimation	CodeCode Available	0
Self-Supervised 3D Human Pose Estimation in Static Video Via Neural Rendering	Oct 10, 2022	3D Human Pose EstimationNeural Rendering	—Unverified	0

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All datasets 3DPW MPI-INF-3DHP Human3.6M HumanEva-I H3WB Total Capture EMDB AGORA Panoptic Surreal 3D Poses in the Wild Challenge AIST++

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	Simple-baseline	PA-MPJPE	157	—	Unverified
2	HMR	MPJPE	130	—	Unverified
3	BMP	MPVPE	119.3	—	Unverified
4	SPIN	MPVPE	116.4	—	Unverified
5	Wenshuo et a;.	MPVPE	112.6	—	Unverified
6	TCMR (T=16 w/o 3DPW)	MPVPE	111.5	—	Unverified
7	CHOMP	MPVPE	110.1	—	Unverified
8	PC-HMR	MPVPE	108.6	—	Unverified
9	3DCrowdNet	MPVPE	108.5	—	Unverified
10	SMPLify	PA-MPJPE	106.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	VNect (Augm.)	MPJPE	124.7	—	Unverified
2	HMR	MPJPE	124.2	—	Unverified
3	Single-Shot Multi-Person	MPJPE	122.2	—	Unverified
4	Mehta	MPJPE	117.6	—	Unverified
5	PONet	MPJPE	115	—	Unverified
6	Pose Consensus (monocular)	MPJPE	112.1	—	Unverified
7	GeoRep (fully-supervised)	MPJPE	110.8	—	Unverified
8	XFormer (HRNet)	MPJPE	109.8	—	Unverified
9	EpipolarPose (fully-supervised)	MPJPE	108.99	—	Unverified
10	SPIN	MPJPE	105.2	—	Unverified