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 151–175 of 665 papers

Title	Date	Tasks	Status	Hype
Unsupervised 3D Pose Estimation with Non-Rigid Structure-from-Motion Modeling	Aug 18, 2023	3D Human Pose Estimation3D Pose Estimation	—Unverified	0
PoSynDA: Multi-Hypothesis Pose Synthesis Domain Adaptation for Robust 3D Human Pose Estimation	Aug 18, 2023	3D Human Pose EstimationDomain Adaptation	CodeCode Available	1
AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation	Aug 16, 2023	3D Human Pose EstimationCollege Computer Science	CodeCode Available	1
Cyclic Test-Time Adaptation on Monocular Video for 3D Human Mesh Reconstruction	Aug 12, 2023	3D Human Pose EstimationDenoising	CodeCode Available	1
Double-chain Constraints for 3D Human Pose Estimation in Images and Videos	Aug 10, 2023	3D Human Pose EstimationMonocular 3D Human Pose Estimation	CodeCode Available	1
Human-M3: A Multi-view Multi-modal Dataset for 3D Human Pose Estimation in Outdoor Scenes	Aug 1, 2023	3D Human Pose EstimationDiversity	CodeCode Available	1
Iterative Graph Filtering Network for 3D Human Pose Estimation	Jul 29, 2023	3D Human Pose EstimationPose Estimation	CodeCode Available	0
Weakly Supervised Multi-Modal 3D Human Body Pose Estimation for Autonomous Driving	Jul 27, 2023	3D Human Pose EstimationAutonomous Driving	—Unverified	0
ActionPrompt: Action-Guided 3D Human Pose Estimation With Text and Pose Prompting	Jul 18, 2023	3D Human Pose EstimationPose Estimation	—Unverified	0
GLA-GCN: Global-local Adaptive Graph Convolutional Network for 3D Human Pose Estimation from Monocular Video	Jul 12, 2023	3D Human Pose EstimationPose Estimation	CodeCode Available	1
Back to Optimization: Diffusion-based Zero-Shot 3D Human Pose Estimation	Jul 7, 2023	3D Human Pose EstimationImage to 3D	CodeCode Available	1
ProxyCap: Real-time Monocular Full-body Capture in World Space via Human-Centric Proxy-to-Motion Learning	Jul 3, 2023	3D Human Pose Estimation	—Unverified	0
Implicit 3D Human Mesh Recovery using Consistency with Pose and Shape from Unseen-view	Jun 30, 2023	3D Human Pose EstimationHuman Mesh Recovery	—Unverified	0
MPM: A Unified 2D-3D Human Pose Representation via Masked Pose Modeling	Jun 29, 2023	3D Human Pose Estimation3D Pose Estimation	—Unverified	0
Representation learning of vertex heatmaps for 3D human mesh reconstruction from multi-view images	Jun 29, 2023	3D Human Pose EstimationRepresentation Learning	—Unverified	0
Automatic Labeling of Parkinson’s Disease Gait Videos with Weak Supervision	Jun 25, 2023	3D Human Pose EstimationPose Estimation	CodeCode Available	0
LPFormer: LiDAR Pose Estimation Transformer with Multi-Task Network	Jun 21, 2023	3D Human Pose EstimationPose Estimation	—Unverified	0
EVOPOSE: A Recursive Transformer For 3D Human Pose Estimation With Kinematic Structure Priors	Jun 16, 2023	3D Human Pose EstimationPose Estimation	—Unverified	0
Motion-DVAE: Unsupervised learning for fast human motion denoising	Jun 9, 2023	3D Human Pose EstimationDenoising	—Unverified	0
TRACE: 5D Temporal Regression of Avatars with Dynamic Cameras in 3D Environments	Jun 5, 2023	3D Human Pose Estimationregression	CodeCode Available	3
Humans in 4D: Reconstructing and Tracking Humans with Transformers	May 31, 2023	3D Human Pose EstimationAction Recognition	CodeCode Available	3
Decomposed Human Motion Prior for Video Pose Estimation via Adversarial Training	May 30, 2023	3D Human Pose EstimationPose Estimation	—Unverified	0
XFormer: Fast and Accurate Monocular 3D Body Capture	May 18, 2023	3D Human Pose EstimationCPU	—Unverified	0
NIKI: Neural Inverse Kinematics with Invertible Neural Networks for 3D Human Pose and Shape Estimation	May 15, 2023	3D human pose and shape estimation3D Human Pose Estimation	CodeCode Available	2
HuManiFlow: Ancestor-Conditioned Normalising Flows on SO(3) Manifolds for Human Pose and Shape Distribution Estimation	May 11, 2023	3D human pose and shape estimation3D Human Pose Estimation	CodeCode Available	1

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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