AGORA

Dataset Information
Modalities
Images, 3D
Introduced
2021
License
Custom (non-commercial)
Homepage
Official Website
Contents

Overview

AGORA is a synthetic human dataset with high realism and accurate ground truth. It consists of around 14K training and 3K test images by rendering between 5 and 15 people per image using either image-based lighting or rendered 3D environments, taking care to make the images physically plausible and photoreal. In total, AGORA contains 173K individual person crops.
AGORA provides (1) SMPL/SMPL-X parameters and (2) segmentation masks for each subject in images.

Variants: AGORA

Associated Benchmarks

This dataset is used in 2 benchmarks:

Recent Benchmark Submissions

Task Model Paper Date
3D Human Pose Estimation W-HMR W-HMR: Monocular Human Mesh Recovery … 2023-11-29
3D Human Pose Estimation NIKI (Twist-and-Swing) NIKI: Neural Inverse Kinematics with … 2023-05-15
3D Human Pose Estimation HybrIK-X HybrIK-X: Hybrid Analytical-Neural Inverse Kinematics … 2023-04-12
3D Human Pose Estimation HybrIK HybrIK-X: Hybrid Analytical-Neural Inverse Kinematics … 2023-04-12
3D Human Pose Estimation Multi-Person 3D Pose and Shape Estimationvia Inverse Kinematics and Refinement Multi-Person 3D Pose and Shape … 2022-10-24
3D Human Pose Estimation PyMAF-X PyMAF-X: Towards Well-aligned Full-body Model … 2022-07-13
3D Human Pose Estimation SPEC SPEC: Seeing People in the … 2021-10-01
3D Multi-Person Pose Estimation SPEC SPEC: Seeing People in the … 2021-10-01
3D Human Pose Estimation PARE PARE: Part Attention Regressor for … 2021-04-17
3D Multi-Person Pose Estimation PARE PARE: Part Attention Regressor for … 2021-04-17
3D Human Pose Estimation PyMAF PyMAF: 3D Human Pose and … 2021-03-30
3D Multi-Person Pose Estimation SPIN Learning to Reconstruct 3D Human … 2019-09-27
3D Human Pose Estimation SPIN Learning to Reconstruct 3D Human … 2019-09-27
3D Multi-Person Pose Estimation HMR End-to-end Recovery of Human Shape … 2017-12-18
3D Human Pose Estimation HMR End-to-end Recovery of Human Shape … 2017-12-18

Research Papers

Recent papers with results on this dataset:

External Links: