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 651–665 of 665 papers

Title	Date	Tasks	Status
Learning to Dress 3D People in Generative Clothing	Jul 31, 2019	3D Human Pose Estimation3D Human Reconstruction	CodeCode Available
A Multi-view RGB-D Approach for Human Pose Estimation in Operating Rooms	Jan 25, 2017	3D Human Pose EstimationMulti-view 3D Human Pose Estimation	CodeCode Available
DiffuPose: Monocular 3D Human Pose Estimation via Denoising Diffusion Probabilistic Model	Dec 6, 2022	3D Human Pose EstimationDenoising	CodeCode Available
Quantification of Occlusion Handling Capability of a 3D Human Pose Estimation Framework	Mar 8, 2022	3D Human Pose EstimationAction Classification	CodeCode Available
Quater-GCN: Enhancing 3D Human Pose Estimation with Orientation and Semi-supervised Training	Apr 30, 2024	3D Human Pose Estimation3D Pose Estimation	CodeCode Available
QuaterNet: A Quaternion-based Recurrent Model for Human Motion	May 16, 2018	3D Human Pose EstimationMotion Estimation	CodeCode Available
3D Human Pose Machines with Self-supervised Learning	Jan 12, 2019	3D Human Pose EstimationPose Estimation	CodeCode Available
DeProPose: Deficiency-Proof 3D Human Pose Estimation via Adaptive Multi-View Fusion	Feb 23, 2025	3D Human Pose Estimation3D Pose Estimation	CodeCode Available
AMPose: Alternately Mixed Global-Local Attention Model for 3D Human Pose Estimation	Oct 9, 2022	3D Human Pose EstimationPose Estimation	CodeCode Available
VoxelKeypointFusion: Generalizable Multi-View Multi-Person Pose Estimation	Oct 24, 2024	3D Human Pose EstimationMulti-Person Pose Estimation	CodeCode Available
Trajectory Space Factorization for Deep Video-Based 3D Human Pose Estimation	Aug 22, 2019	3D Human Pose Estimation3D Pose Estimation	CodeCode Available
DensePose: Dense Human Pose Estimation In The Wild	Feb 1, 2018	3D Human Pose EstimationMonocular 3D Human Pose Estimation	CodeCode Available
3D Human Pose Estimation with Siamese Equivariant Embedding	Sep 19, 2018	3D Human Pose EstimationData Augmentation	CodeCode Available
3D Human Pose Estimation with Relational Networks	May 23, 2018	3D Human Pose Estimation3D Pose Estimation	CodeCode Available
Refined Temporal Pyramidal Compression-and-Amplification Transformer for 3D Human Pose Estimation	Sep 4, 2023	3D Human Pose EstimationPose Estimation	CodeCode Available

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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