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 481–490 of 665 papers

Title	Date	Tasks	Status	Hype
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

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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