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 76–100 of 665 papers

Title	Date	Tasks	Status	Hype
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
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
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
Interweaved Graph and Attention Network for 3D Human Pose Estimation	Apr 27, 2023	3D Human Pose EstimationPose Estimation	CodeCode Available	1
Sampling is Matter: Point-guided 3D Human Mesh Reconstruction	Apr 19, 2023	3D Hand Pose Estimation3D Human Pose Estimation	CodeCode Available	1
Monocular 3D Human Pose Estimation for Sports Broadcasts using Partial Sports Field Registration	Apr 10, 2023	2D Human Pose Estimation3D Human Pose Estimation	CodeCode Available	1
SportsPose -- A Dynamic 3D sports pose dataset	Apr 4, 2023	3D Human Pose EstimationPose Estimation	CodeCode Available	1
Global Adaptation meets Local Generalization: Unsupervised Domain Adaptation for 3D Human Pose Estimation	Mar 29, 2023	3D Human Pose Estimation3D Human Pose Estimation in Limited Data	CodeCode Available	1
Global-to-Local Modeling for Video-based 3D Human Pose and Shape Estimation	Mar 26, 2023	3D human pose and shape estimation3D Human Pose Estimation	CodeCode Available	1
Zolly: Zoom Focal Length Correctly for Perspective-Distorted Human Mesh Reconstruction	Mar 24, 2023	3D Human Pose Estimation3D Reconstruction	CodeCode Available	1
A Hybrid ANN-SNN Architecture for Low-Power and Low-Latency Visual Perception	Mar 24, 2023	3D Human Pose EstimationPose Estimation	CodeCode Available	1
POTTER: Pooling Attention Transformer for Efficient Human Mesh Recovery	Mar 23, 2023	3D Human Pose EstimationHuman Mesh Recovery	CodeCode Available	1
Diffusion-Based 3D Human Pose Estimation with Multi-Hypothesis Aggregation	Mar 21, 2023	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	1
Highly Efficient 3D Human Pose Tracking from Events with Spiking Spatiotemporal Transformer	Mar 16, 2023	3D Human Pose Estimation3D Human Pose Tracking	CodeCode Available	1
SLOPER4D: A Scene-Aware Dataset for Global 4D Human Pose Estimation in Urban Environments	Mar 16, 2023	3D Human Pose EstimationCamera Calibration	CodeCode Available	1
GATOR: Graph-Aware Transformer with Motion-Disentangled Regression for Human Mesh Recovery from a 2D Pose	Mar 10, 2023	3D Human Pose EstimationDecoder	CodeCode Available	1
Capturing the motion of every joint: 3D human pose and shape estimation with independent tokens	Mar 1, 2023	3D human pose and shape estimation3D Human Pose Estimation	CodeCode Available	1
HTNet: Human Topology Aware Network for 3D Human Pose Estimation	Feb 20, 2023	3D Human Pose EstimationPose Estimation	CodeCode Available	1
3D Human Pose and Shape Estimation via HybrIK-Transformer	Feb 9, 2023	3D human pose and shape estimation3D Human Pose Estimation	CodeCode Available	1
HDFormer: High-order Directed Transformer for 3D Human Pose Estimation	Feb 3, 2023	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	1
IKOL: Inverse kinematics optimization layer for 3D human pose and shape estimation via Gauss-Newton differentiation	Feb 2, 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