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 176–200 of 665 papers

Title	Date	Tasks	Status	Hype	Score
AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation	Aug 16, 2023	3D Human Pose EstimationCollege Computer Science	CodeCode Available	1	5
Disentangled Diffusion-Based 3D Human Pose Estimation with Hierarchical Spatial and Temporal Denoiser	Mar 7, 2024	3D Human Pose EstimationDisentanglement	CodeCode Available	1	5
Double-chain Constraints for 3D Human Pose Estimation in Images and Videos	Aug 10, 2023	3D Human Pose EstimationMonocular 3D Human Pose Estimation	CodeCode Available	1	5
Back to Optimization: Diffusion-based Zero-Shot 3D Human Pose Estimation	Jul 7, 2023	3D Human Pose EstimationImage to 3D	CodeCode Available	1	5
Making DensePose fast and light	Jun 26, 2020	3D Human Pose EstimationGPU	CodeCode Available	1	5
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop	Sep 27, 2019	3D Human Pose Estimation3D Human Shape Estimation	CodeCode Available	1	5
3D Human Shape and Pose from a Single Low-Resolution Image with Self-Supervised Learning	Jul 27, 2020	3D Human Pose Estimation3D Shape Reconstruction	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
Dynamic Multi-Person Mesh Recovery From Uncalibrated Multi-View Cameras	Oct 20, 2021	3D Human Pose EstimationCamera Calibration	CodeCode Available	1	5
Dynamic Multiscale Graph Neural Networks for 3D Skeleton-Based Human Motion Prediction	Mar 17, 2020	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	1	5
Efficient Domain Adaptation via Generative Prior for 3D Infant Pose Estimation	Nov 17, 2023	3D Human Pose EstimationData Augmentation	CodeCode Available	1	5
Efficient Human Pose Estimation via 3D Event Point Cloud	Jun 9, 2022	3D Human Pose EstimationEdge-computing	CodeCode Available	1	5
Learning to Regress Bodies from Images using Differentiable Semantic Rendering	Oct 7, 2021	3D human pose and shape estimation3D Human Pose Estimation	CodeCode Available	1	5
EgoPoseFormer: A Simple Baseline for Stereo Egocentric 3D Human Pose Estimation	Mar 26, 2024	3D Human Pose EstimationEgocentric Pose Estimation	CodeCode Available	1	5
ElePose: Unsupervised 3D Human Pose Estimation by Predicting Camera Elevation and Learning Normalizing Flows on 2D Poses	Dec 14, 2021	3D Human Pose EstimationPose 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
Learning to Estimate External Forces of Human Motion in Video	Jul 12, 2022	3D Human Pose EstimationMulti-Task Learning	CodeCode Available	1	5
EM-POSE: 3D Human Pose Estimation From Sparse Electromagnetic Trackers	Jan 1, 2021	3D Human Pose EstimationPose Estimation	CodeCode Available	1	5
Encoder-decoder with Multi-level Attention for 3D Human Shape and Pose Estimation	Sep 6, 2021	3D Absolute Human Pose Estimation3D Human Pose Estimation	CodeCode Available	1	5
Human POSEitioning System (HPS): 3D Human Pose Estimation and Self-localization in Large Scenes from Body-Mounted Sensors	Mar 31, 2021	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	1	5
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	5
Lester: rotoscope animation through video object segmentation and tracking	Feb 15, 2024	3D Human Pose EstimationObject	CodeCode Available	1	5
BLAPose: Enhancing 3D Human Pose Estimation with Bone Length Adjustment	Oct 28, 2024	3D Human Pose EstimationPose Estimation	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
Highly Efficient 3D Human Pose Tracking from Events with Spiking Spatiotemporal Transformer	Mar 16, 2023	3D Human Pose Estimation3D Human Pose Tracking	CodeCode Available	1	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