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 201–250 of 665 papers

Title	Date	Tasks	Status	Hype	Score
Perceiving 3D Human-Object Spatial Arrangements from a Single Image in the Wild	Jul 30, 2020	3D Human Pose Estimation3D Human Reconstruction	CodeCode Available	1	5
Epipolar Transformers	May 10, 2020	2D Pose Estimation3D Hand Pose Estimation	CodeCode Available	1	5
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	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
AGORA: Avatars in Geography Optimized for Regression Analysis	Apr 29, 2021	2D Human Pose Estimation3D Human Pose Estimation	CodeCode Available	1	5
Occluded Human Body Capture with Self-Supervised Spatial-Temporal Motion Prior	Jul 12, 2022	3D Human Pose EstimationUnsupervised 3D Human Pose Estimation	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
GTA-HDR: A Large-Scale Synthetic Dataset for HDR Image Reconstruction	Mar 26, 2024	3D Human Pose EstimationImage Reconstruction	CodeCode Available	1	5
Live Stream Temporally Embedded 3D Human Body Pose and Shape Estimation	Jul 25, 2022	3D Human Pose EstimationMotion Estimation	CodeCode Available	1	5
Graph Stacked Hourglass Networks for 3D Human Pose Estimation	Mar 30, 2021	3D Human Pose EstimationDecoder	CodeCode Available	1	5
Context Modeling in 3D Human Pose Estimation: A Unified Perspective	Mar 29, 2021	3D Human Pose EstimationGraph Neural Network	CodeCode Available	1	5
Making DensePose fast and light	Jun 26, 2020	3D Human Pose EstimationGPU	CodeCode Available	1	5
Temporal Smoothing for 3D Human Pose Estimation and Localization for Occluded People	Oct 31, 2020	3D Human Pose Estimation3D Multi-Person Pose Estimation	CodeCode Available	1	5
Mesh Graphormer	Apr 1, 2021	3D Hand Pose Estimation3D Human Pose Estimation	CodeCode Available	1	5
Metric-Scale Truncation-Robust Heatmaps for 3D Human Pose Estimation	Mar 5, 2020	2D Human Pose Estimation3D Human Pose Estimation	CodeCode Available	1	5
Graph and Temporal Convolutional Networks for 3D Multi-person Pose Estimation in Monocular Videos	Dec 22, 2020	3D Absolute Human Pose Estimation3D Human Pose Estimation	CodeCode Available	1	5
Conditional Directed Graph Convolution for 3D Human Pose Estimation	Jul 16, 2021	3D Human Pose EstimationPose 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
MeshPose: Unifying DensePose and 3D Body Mesh reconstruction	Jun 14, 2024	3D Human Pose EstimationPose Estimation	CodeCode Available	1	5
Uplift and Upsample: Efficient 3D Human Pose Estimation with Uplifting Transformers	Oct 12, 2022	2D Pose Estimation3D Human Pose Estimation	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
3D-Aware Neural Body Fitting for Occlusion Robust 3D Human Pose Estimation	Aug 19, 2023	3D Human Pose EstimationContrastive Learning	CodeCode Available	1	5
GraphMLP: A Graph MLP-Like Architecture for 3D Human Pose Estimation	Jun 13, 2022	3D Human Pose EstimationPose Estimation	CodeCode Available	1	5
Monocular 3D Human Pose Estimation by Generation and Ordinal Ranking	Apr 2, 2019	3D Human Pose EstimationImage to 3D	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
On Self-Contact and Human Pose	Apr 7, 2021	3D Human Pose EstimationPose Estimation	CodeCode Available	1	5
FreeMan: Towards Benchmarking 3D Human Pose Estimation under Real-World Conditions	Sep 10, 2023	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	1	5
AdaFuse: Adaptive Multiview Fusion for Accurate Human Pose Estimation in the Wild	Oct 26, 2020	3D Human Pose EstimationPose Estimation	CodeCode Available	1	5
MoCapDeform: Monocular 3D Human Motion Capture in Deformable Scenes	Aug 17, 2022	3D Human Pose EstimationPose Estimation	CodeCode Available	1	5
Probabilistic Monocular 3D Human Pose Estimation with Normalizing Flows	Jul 29, 2021	3D Human Pose EstimationMonocular 3D Human Pose Estimation	CodeCode Available	1	5
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	5
Compositional Human Pose Regression	Apr 1, 2017	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	0	5
Multi-task Deep Learning for Real-Time 3D Human Pose Estimation and Action Recognition	Dec 15, 2019	3D Human Pose EstimationAction Recognition	CodeCode Available	0	5
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	0	5
MPT: Mesh Pre-Training with Transformers for Human Pose and Mesh Reconstruction	Nov 24, 2022	3D Human Pose EstimationHand Pose Estimation	CodeCode Available	0	5
Chirality Nets for Human Pose Regression	Oct 31, 2019	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	0	5
Multi-hypothesis 3D human pose estimation metrics favor miscalibrated distributions	Oct 20, 2022	3D Human Pose EstimationDensity Estimation	CodeCode Available	0	5
Multi-view Pose Fusion for Occlusion-Aware 3D Human Pose Estimation	Aug 28, 2024	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	0	5
Generating Multiple Hypotheses for 3D Human Pose Estimation with Mixture Density Network	Apr 11, 2019	3D Human Pose EstimationMonocular 3D Human Pose Estimation	CodeCode Available	0	5
2D/3D Pose Estimation and Action Recognition using Multitask Deep Learning	Feb 26, 2018	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	0	5
Monocular Total Capture: Posing Face, Body, and Hands in the Wild	Dec 4, 2018	3D Human Pose EstimationHand Pose Estimation	CodeCode Available	0	5
Generalizing Monocular 3D Human Pose Estimation in the Wild	Apr 11, 2019	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	0	5
Adapted Human Pose: Monocular 3D Human Pose Estimation with Zero Real 3D Pose Data	May 23, 2021	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	0	5
Can WiFi Estimate Person Pose?	Mar 30, 2019	3D Human Pose EstimationGeneral Classification	CodeCode Available	0	5
Flexible graph convolutional network for 3D human pose estimation	Jul 26, 2024	3D Human Pose EstimationPose Estimation	CodeCode Available	0	5
ActiveMoCap: Optimized Viewpoint Selection for Active Human Motion Capture	Dec 18, 2019	3D Human Pose EstimationMonocular 3D Human Pose Estimation	CodeCode Available	0	5
Mirror-Aware Neural Humans	Sep 9, 2023	3D Human Pose EstimationNeRF	CodeCode Available	0	5
MVOR: A Multi-view RGB-D Operating Room Dataset for 2D and 3D Human Pose Estimation	Aug 24, 2018	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	0	5
Camera Motion Agnostic 3D Human Pose Estimation	Dec 1, 2021	3D human pose and shape estimation3D Human Pose Estimation	CodeCode Available	0	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