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 501–525 of 665 papers

Title	Date	Tasks	Status
3D Human Pose Estimation using Spatio-Temporal Networks with Explicit Occlusion Training	Apr 7, 2020	3D Human Pose EstimationMonocular 3D Human Pose Estimation	—Unverified
Predicting Camera Viewpoint Improves Cross-dataset Generalization for 3D Human Pose Estimation	Apr 7, 2020	3D Human Pose EstimationDiversity	—Unverified
Lightweight Multi-View 3D Pose Estimation through Camera-Disentangled Representation	Apr 5, 2020	3D geometry3D Human Pose Estimation	—Unverified
Monocular Human Pose and Shape Reconstruction using Part Differentiable Rendering	Mar 24, 2020	3D Human Pose Estimation3D Pose Estimation	—Unverified
Weakly Supervised 3D Human Pose and Shape Reconstruction with Normalizing Flows	Mar 23, 2020	3D human pose and shape estimation3D Human Pose Estimation	—Unverified
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
Back to the Future: Joint Aware Temporal Deep Learning 3D Human Pose Estimation	Feb 22, 2020	3D Human Pose EstimationAction Detection	CodeCode Available
3D Human Pose Estimation via Explicit Compositional Depth Maps	Feb 8, 2020	3D Human Pose EstimationPose Estimation	—Unverified
AnimePose: Multi-person 3D pose estimation and animation	Feb 6, 2020	3D Human Pose Estimation3D Multi-Person Pose Estimation	—Unverified
Lightweight 3D Human Pose Estimation Network Training Using Teacher-Student Learning	Jan 15, 2020	3D Human Pose Estimation3D Pose Estimation	—Unverified
Learning 3D Human Shape and Pose from Dense Body Parts	Dec 31, 2019	3D human pose and shape estimation3D Human Pose Estimation	CodeCode Available
ActiveMoCap: Optimized Viewpoint Selection for Active Human Motion Capture	Dec 18, 2019	3D Human Pose EstimationMonocular 3D Human Pose Estimation	CodeCode Available
Multi-task Deep Learning for Real-Time 3D Human Pose Estimation and Action Recognition	Dec 15, 2019	3D Human Pose EstimationAction Recognition	CodeCode Available
DeepFuse: An IMU-Aware Network for Real-Time 3D Human Pose Estimation from Multi-View Image	Dec 9, 2019	3D Human Pose Estimation3D Pose Estimation	—Unverified
Consensus-based Optimization for 3D Human Pose Estimation in Camera Coordinates	Nov 21, 2019	3D Human Pose EstimationDepth Estimation	CodeCode Available
Single-shot 3D multi-person pose estimation in complex images	Nov 8, 2019	3D Human Pose Estimation3D Multi-Person Human Pose Estimation	—Unverified
Chirality Nets for Human Pose Regression	Oct 31, 2019	3D Human Pose Estimation3D Pose Estimation	CodeCode Available
HEMlets Pose: Learning Part-Centric Heatmap Triplets for Accurate 3D Human Pose Estimation	Oct 26, 2019	3D Human Pose EstimationMonocular 3D Human Pose Estimation	—Unverified
PoseLifter: Absolute 3D human pose lifting network from a single noisy 2D human pose	Oct 26, 2019	3D Human Pose EstimationPose Estimation	CodeCode Available
On Boosting Single-Frame 3D Human Pose Estimation via Monocular Videos	Oct 1, 2019	3D Human Pose EstimationPose Estimation	—Unverified
Not All Parts Are Created Equal: 3D Pose Estimation by Modeling Bi-Directional Dependencies of Body Parts	Oct 1, 2019	3D Human Pose Estimation3D Pose Estimation	—Unverified
Exploiting Spatial-Temporal Relationships for 3D Pose Estimation via Graph Convolutional Networks	Oct 1, 2019	3D Hand Pose Estimation3D Human Pose Estimation	CodeCode Available
Occlusion-Aware Networks for 3D Human Pose Estimation in Video	Oct 1, 2019	3D Human Pose EstimationMonocular 3D Human Pose Estimation	—Unverified
Optimizing Network Structure for 3D Human Pose Estimation	Oct 1, 2019	3D Human Pose EstimationPose Estimation	—Unverified
DenseRaC: Joint 3D Pose and Shape Estimation by Dense Render-and-Compare	Sep 30, 2019	3D Human Pose Estimation	—Unverified

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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