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	Score
Conditional Directed Graph Convolution for 3D Human Pose Estimation	Jul 16, 2021	3D Human Pose EstimationPose Estimation	CodeCode Available	1	5
Epipolar Transformers	May 10, 2020	2D Pose Estimation3D Hand Pose Estimation	CodeCode Available	1	5
3D-Aware Neural Body Fitting for Occlusion Robust 3D Human Pose Estimation	Aug 19, 2023	3D Human Pose EstimationContrastive Learning	CodeCode Available	1	5
Estimating Egocentric 3D Human Pose in Global Space	Apr 27, 2021	3D Human Pose EstimationEgocentric Pose Estimation	CodeCode Available	1	5
Body Meshes as Points	May 6, 2021	3D Human Pose Estimation3D Human Shape Estimation	CodeCode Available	1	5
FLEX: Extrinsic Parameters-free Multi-view 3D Human Motion Reconstruction	May 5, 2021	3D Human Pose Estimation	CodeCode Available	1	5
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	5
EventEgo3D: 3D Human Motion Capture from Egocentric Event Streams	Apr 12, 2024	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	1	5
Learning to Estimate External Forces of Human Motion in Video	Jul 12, 2022	3D Human Pose EstimationMulti-Task Learning	CodeCode Available	1	5
LiDAR-HMR: 3D Human Mesh Recovery from LiDAR	Nov 20, 2023	3D Human Pose EstimationHuman Mesh Recovery	CodeCode Available	1	5
Exemplar Fine-Tuning for 3D Human Model Fitting Towards In-the-Wild 3D Human Pose Estimation	Apr 7, 2020	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	1	5
Scene-aware Egocentric 3D Human Pose Estimation	Dec 20, 2022	3D Human Pose EstimationDepth Estimation	CodeCode Available	1	5
Self-supervision on Unlabelled OR Data for Multi-person 2D/3D Human Pose Estimation	Jul 16, 2020	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	1	5
Semantic Graph Convolutional Networks for 3D Human Pose Regression	Apr 6, 2019	3D Human Pose EstimationMonocular 3D Human Pose Estimation	CodeCode Available	1	5
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop	Sep 27, 2019	3D Human Pose Estimation3D Human Shape Estimation	CodeCode Available	1	5
Leveraging MoCap Data for Human Mesh Recovery	Oct 18, 2021	3D Human Pose Estimation3D Human Reconstruction	CodeCode Available	1	5
MHFormer: Multi-Hypothesis Transformer for 3D Human Pose Estimation	Nov 24, 2021	3D Human Pose EstimationPose Estimation	CodeCode Available	1	5
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	5
Camera Distortion-aware 3D Human Pose Estimation in Video with Optimization-based Meta-Learning	Nov 30, 2021	3D Human Pose EstimationCamera Calibration	CodeCode Available	1	5
Learning to Regress Bodies from Images using Differentiable Semantic Rendering	Oct 7, 2021	3D human pose and shape estimation3D Human Pose Estimation	CodeCode Available	1	5
Lester: rotoscope animation through video object segmentation and tracking	Feb 15, 2024	3D Human Pose EstimationObject	CodeCode Available	1	5
Faster VoxelPose: Real-time 3D Human Pose Estimation by Orthographic Projection	Jul 22, 2022	3D Human Pose Estimation3D Multi-Person Pose Estimation	CodeCode Available	1	5
Multi-Person 3D Pose and Shape Estimation via Inverse Kinematics and Refinement	Oct 24, 2022	3D Human Pose Estimation3D Multi-Person Pose Estimation	CodeCode Available	1	5
PARE: Part Attention Regressor for 3D Human Body Estimation	Apr 17, 2021	3D human pose and shape estimation3D Human Pose Estimation	CodeCode Available	1	5
Probabilistic Modeling for Human Mesh Recovery	Aug 26, 2021	3D Human Pose Estimation3D Human Reconstruction	CodeCode Available	1	5

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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