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 201–225 of 665 papers

Title	Date	Tasks	Status	Hype
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
Proactive Multi-Camera Collaboration For 3D Human Pose Estimation	Mar 7, 2023	3D Human Pose Estimation3D Reconstruction	—Unverified	0
Human-Art: A Versatile Human-Centric Dataset Bridging Natural and Artificial Scenes	Mar 5, 2023	3D Human Pose EstimationHuman Detection	CodeCode Available	2
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
HopFIR: Hop-wise GraphFormer with Intragroup Joint Refinement for 3D Human Pose Estimation	Feb 28, 2023	3D Human Pose EstimationPose Estimation	—Unverified	0
View Consistency Aware Holistic Triangulation for 3D Human Pose Estimation	Feb 22, 2023	3D Human Pose Estimation3D Reconstruction	—Unverified	0
HTNet: Human Topology Aware Network for 3D Human Pose Estimation	Feb 20, 2023	3D Human Pose EstimationPose Estimation	CodeCode Available	1
Pose-Oriented Transformer with Uncertainty-Guided Refinement for 2D-to-3D Human Pose Estimation	Feb 15, 2023	3D Human Pose EstimationPose Estimation	—Unverified	0
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
HSTFormer: Hierarchical Spatial-Temporal Transformers for 3D Human Pose Estimation	Jan 18, 2023	3D Human Pose EstimationPose Estimation	CodeCode Available	0
Neuromorphic High-Frequency 3D Dancing Pose Estimation in Dynamic Environment	Jan 17, 2023	3D Human Pose EstimationPose Estimation	—Unverified	0
CameraPose: Weakly-Supervised Monocular 3D Human Pose Estimation by Leveraging In-the-wild 2D Annotations	Jan 8, 2023	3D Human Pose EstimationData Augmentation	—Unverified	0
SEFD: Learning to Distill Complex Pose and Occlusion	Jan 1, 2023	2D Human Pose Estimation3D Human Pose Estimation	CodeCode Available	1
MHEntropy: Entropy Meets Multiple Hypotheses for Pose and Shape Recovery	Jan 1, 2023	3D Hand Pose Estimation3D Human Pose Estimation	CodeCode Available	0
Listening Human Behavior: 3D Human Pose Estimation With Acoustic Signals	Jan 1, 2023	3D Human Pose EstimationPose Estimation	—Unverified	0
3D Human Pose Estimation With Spatio-Temporal Criss-Cross Attention	Jan 1, 2023	3D Human Pose EstimationPose Estimation	CodeCode Available	1
Deformable Mesh Transformer for 3D Human Mesh Recovery	Jan 1, 2023	3D Hand Pose Estimation3D Human Pose Estimation	CodeCode Available	1
DensePose From WiFi	Dec 31, 2022	3D Human Pose EstimationBody Detection	CodeCode Available	2
Learning 3D Human Pose Estimation from Dozens of Datasets using a Geometry-Aware Autoencoder to Bridge Between Skeleton Formats	Dec 29, 2022	3D Human Pose EstimationDimensionality Reduction	CodeCode Available	2
RFPose-OT: RF-Based 3D Human Pose Estimation via Optimal Transport Theory	Dec 26, 2022	3D Human Pose EstimationPose Estimation	—Unverified	0
Learning to Estimate 3D Human Pose from Point Cloud	Dec 25, 2022	3D Human Pose Estimation3D Pose Estimation	—Unverified	0
Advanced Baseline for 3D Human Pose Estimation: A Two-Stage Approach	Dec 21, 2022	2D Human Pose Estimation3D Human Pose Estimation	—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