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3D Absolute Human Pose Estimation

This task aims to solve absolute (camera-centric not root-relative) 3D human pose estimation.

( Image credit: RootNet )

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1–10 of 13 papers

Title	Date	Tasks	Status	Hype
Understanding Diffusion Models: A Unified Perspective	Aug 25, 2022	3D Absolute Human Pose EstimationImage Generation	—Unverified	0
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model	Jul 14, 2022	2D Human Pose Estimation2D Object Detection	CodeCode Available	3
The Best of Both Worlds: Combining Model-based and Nonparametric Approaches for 3D Human Body Estimation	May 1, 2022	3D Absolute Human Pose Estimation3D Human Pose Estimation	—Unverified	0
Out-of-Domain Human Mesh Reconstruction via Dynamic Bilevel Online Adaptation	Nov 7, 2021	3D Absolute Human Pose Estimation3D Human Pose Estimation	CodeCode Available	1
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
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
End-to-End Human Pose and Mesh Reconstruction with Transformers	Dec 17, 2020	3D Absolute Human Pose Estimation3D Hand Pose Estimation	CodeCode Available	1
MeTRAbs: Metric-Scale Truncation-Robust Heatmaps for Absolute 3D Human Pose Estimation	Jul 12, 2020	3D Absolute Human Pose Estimation3D Human Pose Estimation	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
Camera Distance-aware Top-down Approach for 3D Multi-person Pose Estimation from a Single RGB Image	Jul 26, 2019	3D Absolute Human Pose Estimation3D Depth Estimation	CodeCode Available	0

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All datasets Human3.6M Surreal Total Capture

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	RootNet	MRPE	120	—	Unverified
2	GnTCN	MRPE	88.1	—	Unverified
3	Pose Grammar	Average MPJPE (mm)	60.4	—	Unverified
4	MBNA	PA-MPJPE	38.4	—	Unverified