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 451–500 of 665 papers

Title	Date	Tasks	Status	Hype
Combining Implicit Function Learning and Parametric Models for 3D Human Reconstruction	Jul 22, 2020	3D Human Pose Estimation3D Human Reconstruction	CodeCode Available	1
SIZER: A Dataset and Model for Parsing 3D Clothing and Learning Size Sensitive 3D Clothing	Jul 22, 2020	3D Human Pose Estimation	CodeCode Available	1
Multi-person 3D Pose Estimation in Crowded Scenes Based on Multi-View Geometry	Jul 21, 2020	3D Human Pose Estimation3D Multi-Person Human Pose Estimation	CodeCode Available	1
SRNet: Improving Generalization in 3D Human Pose Estimation with a Split-and-Recombine Approach	Jul 18, 2020	3D Human Pose EstimationMonocular 3D Human Pose Estimation	CodeCode Available	1
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
MeTRAbs: Metric-Scale Truncation-Robust Heatmaps for Absolute 3D Human Pose Estimation	Jul 12, 2020	3D Absolute Human Pose Estimation3D Human Pose Estimation	CodeCode Available	1
Inference Stage Optimization for Cross-scenario 3D Human Pose Estimation	Jul 4, 2020	3D Human Pose EstimationPose Estimation	—Unverified	0
Making DensePose fast and light	Jun 26, 2020	3D Human Pose EstimationGPU	CodeCode Available	1
Kinematic-Structure-Preserved Representation for Unsupervised 3D Human Pose Estimation	Jun 24, 2020	3D Human Pose Estimation3D Pose Estimation	—Unverified	0
BlazePose: On-device Real-time Body Pose tracking	Jun 17, 2020	2D Human Pose Estimation3D Human Pose Estimation	CodeCode Available	4
Cascaded deep monocular 3D human pose estimation with evolutionary training data	Jun 14, 2020	3D Human Pose EstimationData Augmentation	CodeCode Available	1
3D Human Mesh Regression with Dense Correspondence	Jun 10, 2020	3D Human Pose Estimation3D Human Reconstruction	CodeCode Available	1
Monocular Human Pose Estimation: A Survey of Deep Learning-based Methods	Jun 2, 2020	3D Human Pose EstimationDeep Learning	—Unverified	0
PandaNet: Anchor-Based Single-Shot Multi-Person 3D Pose Estimation	Jun 1, 2020	3D Human Pose Estimation3D Pose Estimation	—Unverified	0
Deep Kinematics Analysis for Monocular 3D Human Pose Estimation	Jun 1, 2020	3D Human Pose Estimation3D Pose Estimation	—Unverified	0
Attention Mechanism Exploits Temporal Contexts: Real-Time 3D Human Pose Reconstruction	Jun 1, 2020	2D Pose Estimation3D Human Pose Estimation	CodeCode Available	1
Object-Occluded Human Shape and Pose Estimation From a Single Color Image	Jun 1, 2020	3D Human Pose Estimation3D Human Shape Estimation	—Unverified	0
3D human pose estimation with adaptive receptive fields and dilated temporal convolutions	May 28, 2020	3D Human Pose Estimation3D Pose Estimation	—Unverified	0
Epipolar Transformers	May 10, 2020	2D Pose Estimation3D Hand Pose Estimation	CodeCode Available	1
Motion Guided 3D Pose Estimation from Videos	Apr 29, 2020	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	1
Towards Generalization of 3D Human Pose Estimation In The Wild	Apr 21, 2020	3D Human Pose Estimation3D Pose Estimation	—Unverified	0
VoxelPose: Towards Multi-Camera 3D Human Pose Estimation in Wild Environment	Apr 13, 2020	3D Human Pose Estimation3D Multi-Person Pose Estimation	CodeCode Available	1
Multi-View Matching (MVM): Facilitating Multi-Person 3D Pose Estimation Learning with Action-Frozen People Video	Apr 11, 2020	3D Human Pose Estimation3D Pose Estimation	—Unverified	0
Self-Supervised 3D Human Pose Estimation via Part Guided Novel Image Synthesis	Apr 9, 2020	3D Human Pose Estimation3D Pose Estimation	—Unverified	0
Multi-Person Absolute 3D Human Pose Estimation with Weak Depth Supervision	Apr 8, 2020	3D Human Pose Estimation3D Multi-Person Pose Estimation (absolute)	CodeCode Available	1
3D Human Pose Estimation using Spatio-Temporal Networks with Explicit Occlusion Training	Apr 7, 2020	3D Human Pose EstimationMonocular 3D Human Pose Estimation	—Unverified	0
Predicting Camera Viewpoint Improves Cross-dataset Generalization for 3D Human Pose Estimation	Apr 7, 2020	3D Human Pose EstimationDiversity	—Unverified	0
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
Lightweight Multi-View 3D Pose Estimation through Camera-Disentangled Representation	Apr 5, 2020	3D geometry3D Human Pose Estimation	—Unverified	0
Bodies at Rest: 3D Human Pose and Shape Estimation from a Pressure Image using Synthetic Data	Apr 2, 2020	3D human pose and shape estimation3D Human Pose Estimation	CodeCode Available	1
Compressed Volumetric Heatmaps for Multi-Person 3D Pose Estimation	Apr 1, 2020	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	1
PIFuHD: Multi-Level Pixel-Aligned Implicit Function for High-Resolution 3D Human Digitization	Apr 1, 2020	3D Human Pose Estimation3D Human Reconstruction	CodeCode Available	3
Optical Non-Line-of-Sight Physics-based 3D Human Pose Estimation	Mar 31, 2020	3D Human Pose EstimationDeep Reinforcement Learning	CodeCode Available	1
Fusing Wearable IMUs with Multi-View Images for Human Pose Estimation: A Geometric Approach	Mar 25, 2020	2D Pose Estimation3D Absolute Human Pose Estimation	CodeCode Available	1
Monocular Human Pose and Shape Reconstruction using Part Differentiable Rendering	Mar 24, 2020	3D Human Pose Estimation3D Pose Estimation	—Unverified	0
Weakly Supervised 3D Human Pose and Shape Reconstruction with Normalizing Flows	Mar 23, 2020	3D human pose and shape estimation3D Human Pose Estimation	—Unverified	0
Dynamic Multiscale Graph Neural Networks for 3D Skeleton-Based Human Motion Prediction	Mar 17, 2020	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	1
Weakly-Supervised 3D Human Pose Learning via Multi-view Images in the Wild	Mar 17, 2020	3D Human Pose EstimationMonocular 3D Human Pose Estimation	—Unverified	0
A Graph Attention Spatio-temporal Convolutional Network for 3D Human Pose Estimation in Video	Mar 11, 2020	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	1
TailorNet: Predicting Clothing in 3D as a Function of Human Pose, Shape and Garment Style	Mar 10, 2020	3D Human Pose Estimation3D Shape Reconstruction	CodeCode Available	1
HEMlets PoSh: Learning Part-Centric Heatmap Triplets for 3D Human Pose and Shape Estimation	Mar 10, 2020	3D human pose and shape estimation3D Human Pose Estimation	CodeCode Available	1
PoseNet3D: Learning Temporally Consistent 3D Human Pose via Knowledge Distillation	Mar 7, 2020	3D Human Pose EstimationKnowledge Distillation	CodeCode Available	1
Metric-Scale Truncation-Robust Heatmaps for 3D Human Pose Estimation	Mar 5, 2020	2D Human Pose Estimation3D Human Pose Estimation	CodeCode Available	1
Anatomy-aware 3D Human Pose Estimation with Bone-based Pose Decomposition	Feb 24, 2020	3D Human Pose EstimationAnatomy	CodeCode Available	1
Back to the Future: Joint Aware Temporal Deep Learning 3D Human Pose Estimation	Feb 22, 2020	3D Human Pose EstimationAction Detection	CodeCode Available	0
3D Human Pose Estimation via Explicit Compositional Depth Maps	Feb 8, 2020	3D Human Pose EstimationPose Estimation	—Unverified	0
AnimePose: Multi-person 3D pose estimation and animation	Feb 6, 2020	3D Human Pose Estimation3D Multi-Person Pose Estimation	—Unverified	0
Lightweight 3D Human Pose Estimation Network Training Using Teacher-Student Learning	Jan 15, 2020	3D Human Pose Estimation3D Pose Estimation	—Unverified	0
Deep Reinforcement Learning for Active Human Pose Estimation	Jan 7, 2020	3D Human Pose EstimationDeep Reinforcement Learning	CodeCode Available	1
Learning 3D Human Shape and Pose from Dense Body Parts	Dec 31, 2019	3D human pose and shape estimation3D Human Pose Estimation	CodeCode Available	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