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 376–400 of 665 papers

Title	Date	Tasks	Status
3D Human Pose Estimation in Multi-View Operating Room Videos Using Differentiable Camera Projections	Oct 21, 2022	3D Human Pose EstimationAction Recognition	—Unverified
Multi-hypothesis 3D human pose estimation metrics favor miscalibrated distributions	Oct 20, 2022	3D Human Pose EstimationDensity Estimation	CodeCode Available
A New Spatio-Temporal Loss Function for 3D Motion Reconstruction and Extended Temporal Metrics for Motion Evaluation	Oct 16, 2022	3D Human Pose EstimationPose Estimation	—Unverified
mRI: Multi-modal 3D Human Pose Estimation Dataset using mmWave, RGB-D, and Inertial Sensors	Oct 15, 2022	3D Human Pose EstimationAction Detection	—Unverified
ACRNet: Attention Cube Regression Network for Multi-view Real-time 3D Human Pose Estimation in Telemedicine	Oct 11, 2022	3D Human Pose EstimationPose Estimation	CodeCode Available
Self-Supervised 3D Human Pose Estimation in Static Video Via Neural Rendering	Oct 10, 2022	3D Human Pose EstimationNeural Rendering	—Unverified
AMPose: Alternately Mixed Global-Local Attention Model for 3D Human Pose Estimation	Oct 9, 2022	3D Human Pose EstimationPose Estimation	CodeCode Available
(Fusionformer):Exploiting the Joint Motion Synergy with Fusion Network Based On Transformer for 3D Human Pose Estimation	Oct 8, 2022	3D Human Pose EstimationPose Estimation	—Unverified
Spatio-temporal Tendency Reasoning for Human Body Pose and Shape Estimation from Videos	Oct 7, 2022	3D Human Pose EstimationTemporal Sequences	CodeCode Available
Decanus to Legatus: Synthetic training for 2D-3D human pose lifting	Oct 5, 2022	3D Human Pose Estimation3D Pose Estimation	CodeCode Available
Optimising 2D Pose Representation: Improve Accuracy, Stability and Generalisability Within Unsupervised 2D-3D Human Pose Estimation	Sep 1, 2022	3D Human Pose EstimationPose Estimation	—Unverified
FusePose: IMU-Vision Sensor Fusion in Kinematic Space for Parametric Human Pose Estimation	Aug 25, 2022	3D Human Pose EstimationPose Estimation	—Unverified
Learnable human mesh triangulation for 3D human pose and shape estimation	Aug 24, 2022	3D human pose and shape estimation3D Human Pose Estimation	—Unverified
IVT: An End-to-End Instance-guided Video Transformer for 3D Pose Estimation	Aug 6, 2022	2D Pose Estimation3D Human Pose Estimation	—Unverified
UnrealEgo: A New Dataset for Robust Egocentric 3D Human Motion Capture	Aug 2, 2022	3D Human Pose EstimationEgocentric Pose Estimation	—Unverified
CLIFF: Carrying Location Information in Full Frames into Human Pose and Shape Estimation	Aug 1, 2022	3D human pose and shape estimation3D Human Pose Estimation	CodeCode Available
Explicit Occlusion Reasoning for Multi-person 3D Human Pose Estimation	Jul 29, 2022	3D Human Pose Estimation3D Multi-Person Pose Estimation (absolute)	—Unverified
KinePose: A temporally optimized inverse kinematics technique for 6DOF human pose estimation with biomechanical constraints	Jul 26, 2022	3D Human Pose EstimationPose Estimation	—Unverified
Dynamic Graph Reasoning for Multi-person 3D Pose Estimation	Jul 22, 2022	3D Human Pose Estimation3D Multi-Person Pose Estimation	—Unverified
Computer Vision to the Rescue: Infant Postural Symmetry Estimation from Incongruent Annotations	Jul 19, 2022	3D Human Pose EstimationPose Estimation	CodeCode Available
Mutual Adaptive Reasoning for Monocular 3D Multi-Person Pose Estimation	Jul 16, 2022	3D Human Pose Estimation3D Multi-Person Pose Estimation	—Unverified
Multi-person 3D pose estimation from a single image captured by a fisheye camera	Jul 9, 2022	3D Human Pose Estimation3D Pose Estimation	—Unverified
PoseGU: 3D Human Pose Estimation with Novel Human Pose Generator and Unbiased Learning	Jul 7, 2022	3D Human Pose Estimation3D Pose Estimation	—Unverified
BlazePose GHUM Holistic: Real-time 3D Human Landmarks and Pose Estimation	Jun 23, 2022	3D Human Pose EstimationPose Estimation	—Unverified
Embodied Scene-aware Human Pose Estimation	Jun 18, 2022	3D Human Pose EstimationCausal Inference	—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