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 301–325 of 665 papers

Title	Date	Tasks	Status	Hype
PoseTriplet: Co-evolving 3D Human Pose Estimation, Imitation, and Hallucination under Self-supervision	Mar 29, 2022	3D Human Pose EstimationHallucination	CodeCode Available	2
Uncertainty-Aware Adaptation for Self-Supervised 3D Human Pose Estimation	Mar 29, 2022	3D Human Pose EstimationDomain Adaptation	—Unverified	0
LiDARCap: Long-range Marker-less 3D Human Motion Capture with LiDAR Point Clouds	Mar 28, 2022	3D Human Pose Estimation	—Unverified	0
CrossFormer: Cross Spatio-Temporal Transformer for 3D Human Pose Estimation	Mar 24, 2022	3D Human Pose EstimationPose Estimation	CodeCode Available	1
Occluded Human Mesh Recovery	Mar 24, 2022	3D Human Pose EstimationHuman Mesh Recovery	—Unverified	0
Ray3D: ray-based 3D human pose estimation for monocular absolute 3D localization	Mar 22, 2022	3D Human Pose EstimationMonocular 3D Human Pose Estimation	CodeCode Available	1
3D Human Pose Estimation Using Möbius Graph Convolutional Networks	Mar 20, 2022	3D Human Pose EstimationPose Estimation	—Unverified	0
HybridCap: Inertia-aid Monocular Capture of Challenging Human Motions	Mar 17, 2022	3D Human Pose EstimationPose Estimation	—Unverified	0
HSC4D: Human-centered 4D Scene Capture in Large-scale Indoor-outdoor Space Using Wearable IMUs and LiDAR	Mar 17, 2022	3D Human Pose EstimationAutonomous Driving	CodeCode Available	1
Capturing Humans in Motion: Temporal-Attentive 3D Human Pose and Shape Estimation from Monocular Video	Mar 16, 2022	3D human pose and shape estimation3D Human Pose Estimation	—Unverified	0
DeciWatch: A Simple Baseline for 10x Efficient 2D and 3D Pose Estimation	Mar 16, 2022	2D Human Pose Estimation3D Human Pose Estimation	CodeCode Available	1
P-STMO: Pre-Trained Spatial Temporal Many-to-One Model for 3D Human Pose Estimation	Mar 15, 2022	3D Human Pose EstimationDenoising	CodeCode Available	1
Quantification of Occlusion Handling Capability of a 3D Human Pose Estimation Framework	Mar 8, 2022	3D Human Pose EstimationAction Classification	CodeCode Available	0
Real-Time Hybrid Mapping of Populated Indoor Scenes using a Low-Cost Monocular UAV	Mar 4, 2022	3D Human Pose EstimationDepth Estimation	—Unverified	0
MixSTE: Seq2seq Mixed Spatio-Temporal Encoder for 3D Human Pose Estimation in Video	Mar 2, 2022	3D Human Pose EstimationClassification	CodeCode Available	2
Estimating Egocentric 3D Human Pose in the Wild with External Weak Supervision	Jan 20, 2022	3D Human Pose EstimationEgocentric Pose Estimation	—Unverified	0
SmoothNet: A Plug-and-Play Network for Refining Human Poses in Videos	Dec 27, 2021	2D Human Pose Estimation3D Human Pose Estimation	CodeCode Available	1
Multi-initialization Optimization Network for Accurate 3D Human Pose and Shape Estimation	Dec 24, 2021	3D human pose and shape estimation3D Human Pose Estimation	—Unverified	0
HSPACE: Synthetic Parametric Humans Animated in Complex Environments	Dec 23, 2021	3D Human Pose EstimationScene Understanding	—Unverified	0
AdaptPose: Cross-Dataset Adaptation for 3D Human Pose Estimation by Learnable Motion Generation	Dec 22, 2021	3D Human Pose EstimationDiversity	CodeCode Available	1
Multi-modal 3D Human Pose Estimation with 2D Weak Supervision in Autonomous Driving	Dec 22, 2021	3D Human Pose EstimationAutonomous Driving	—Unverified	0
PONet: Robust 3D Human Pose Estimation via Learning Orientations Only	Dec 21, 2021	3D Human Pose EstimationPose Estimation	—Unverified	0
ICON: Implicit Clothed humans Obtained from Normals	Dec 16, 2021	3D Human Pose Estimation3D Human Reconstruction	CodeCode Available	2
ElePose: Unsupervised 3D Human Pose Estimation by Predicting Camera Elevation and Learning Normalizing Flows on 2D Poses	Dec 14, 2021	3D Human Pose EstimationPose Estimation	CodeCode Available	1
GLAMR: Global Occlusion-Aware Human Mesh Recovery with Dynamic Cameras	Dec 2, 2021	3D Human Pose EstimationGlobal 3D 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