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 126–150 of 665 papers

Title	Date	Tasks	Status	Hype
BundleMoCap: Efficient, Robust and Smooth Motion Capture from Sparse Multiview Videos	Nov 21, 2023	3D human pose and shape estimation3D Human Pose Estimation	—Unverified	0
Two Views Are Better than One: Monocular 3D Pose Estimation with Multiview Consistency	Nov 21, 2023	3D Human Pose Estimation3D Pose Estimation	—Unverified	0
LiDAR-HMR: 3D Human Mesh Recovery from LiDAR	Nov 20, 2023	3D Human Pose EstimationHuman Mesh Recovery	CodeCode Available	1
Hourglass Tokenizer for Efficient Transformer-Based 3D Human Pose Estimation	Nov 20, 2023	3D Human Pose EstimationPose Estimation	CodeCode Available	2
Multiple View Geometry Transformers for 3D Human Pose Estimation	Nov 18, 2023	3D Human Pose EstimationMulti-view 3D Human Pose Estimation	CodeCode Available	1
Efficient Domain Adaptation via Generative Prior for 3D Infant Pose Estimation	Nov 17, 2023	3D Human Pose EstimationData Augmentation	CodeCode Available	1
Temporal-Aware Refinement for Video-based Human Pose and Shape Recovery	Nov 16, 2023	3D Human Pose EstimationTAR	—Unverified	0
MotionAGFormer: Enhancing 3D Human Pose Estimation with a Transformer-GCNFormer Network	Oct 25, 2023	3D Human Pose EstimationClassification	CodeCode Available	2
3DHR-Co: A Collaborative Test-time Refinement Framework for In-the-Wild 3D Human-Body Reconstruction Task	Oct 2, 2023	3D Human Pose EstimationTest-time Adaptation	—Unverified	0
SMPLer-X: Scaling Up Expressive Human Pose and Shape Estimation	Sep 29, 2023	3D Human Pose Estimation3D Human Reconstruction	CodeCode Available	3
Unsupervised Multi-Person 3D Human Pose Estimation From 2D Poses Alone	Sep 26, 2023	3D Human Pose Estimation3D Pose Estimation	—Unverified	0
Understanding Pose and Appearance Disentanglement in 3D Human Pose Estimation	Sep 20, 2023	3D Human Pose EstimationAdversarial Attack	—Unverified	0
GloPro: Globally-Consistent Uncertainty-Aware 3D Human Pose Estimation & Tracking in the Wild	Sep 19, 2023	3D Human Pose EstimationPose Estimation	—Unverified	0
TEMPO: Efficient Multi-View Pose Estimation, Tracking, and Forecasting	Sep 14, 2023	3D Human Pose EstimationPose Estimation	—Unverified	0
LInKs "Lifting Independent Keypoints" -- Partial Pose Lifting for Occlusion Handling with Improved Accuracy in 2D-3D Human Pose Estimation	Sep 13, 2023	3D Human Pose EstimationAttribute	—Unverified	0
FreeMan: Towards Benchmarking 3D Human Pose Estimation under Real-World Conditions	Sep 10, 2023	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	1
Mirror-Aware Neural Humans	Sep 9, 2023	3D Human Pose EstimationNeRF	CodeCode Available	0
Probabilistic Triangulation for Uncalibrated Multi-View 3D Human Pose Estimation	Sep 9, 2023	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	1
Refined Temporal Pyramidal Compression-and-Amplification Transformer for 3D Human Pose Estimation	Sep 4, 2023	3D Human Pose EstimationPose Estimation	CodeCode Available	0
DiffHPE: Robust, Coherent 3D Human Pose Lifting with Diffusion	Sep 4, 2023	3D Human Pose EstimationPose Estimation	—Unverified	0
Fusing Monocular Images and Sparse IMU Signals for Real-time Human Motion Capture	Sep 1, 2023	3D Human Pose EstimationPose Estimation	CodeCode Available	1
Spatio-temporal MLP-graph network for 3D human pose estimation	Aug 29, 2023	3D Human Pose EstimationPose Estimation	CodeCode Available	1
PoseGraphNet++: Enriching 3D Human Pose with Orientation Estimation	Aug 22, 2023	3D Human Pose EstimationPose Estimation	—Unverified	0
Co-Evolution of Pose and Mesh for 3D Human Body Estimation from Video	Aug 20, 2023	3D Human Pose EstimationDecoder	CodeCode Available	1
3D-Aware Neural Body Fitting for Occlusion Robust 3D Human Pose Estimation	Aug 19, 2023	3D Human Pose EstimationContrastive Learning	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