Datasets › CrowdPose

CrowdPose

Introduced by Jiefeng Li et al. in CrowdPose: Efficient Crowded Scenes Pose Estimation and A New Benchmark1 Jan 2019 archive 2025-07-28

The CrowdPose dataset contains about 20,000 images and a total of 80,000 human poses with 14 labeled keypoints. The test set includes 8,000 images. The crowded images containing homes are extracted from MSCOCO, MPII and AI Challenger.

Source: Human Pose Estimation for Real-World Crowded Scenarios Image Source: https://github.com/Jeff-sjtu/CrowdPose

Benchmarks archive 2025-07-28

All 2 leaderboards whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

First row (archive order)PaperCode
Multi-Person Pose Estimation CrowdPose RTMO-l mAP @0.5:0.95 83.8 RTMO: Towards High-Performance One-Stage Real-Time... open-mmlab/mmpose 28 Compare
Pose Estimation CrowdPose BUCTD-W48 (w/cond. input from PETR, and generative sampling) AP 78.5 Rethinking pose estimation in crowds: overcoming the... amathislab/BUCTD 12 Compare

Papers archive 2025-07-28

27 shown of 27 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 99. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
DETRPose: Real-time end-to-end transformer model for multi-person pose estimation 1 5 16 Jun 2025 not harvested
RTMO: Towards High-Performance One-Stage Real-Time Multi-Person Pose Estimation 1 1 12 Dec 2023 ran 2 of 2 samples (0 unverified)
Rethinking pose estimation in crowds: overcoming the detection information-bottleneck and ambiguity 1 4 13 Jun 2023 ran 4 of 6 samples (2 unverified)
Explicit Box Detection Unifies End-to-End Multi-Person Pose Estimation 3 1 3 Feb 2023 ran 0 of 1 samples (1 unverified; 1 pointer-only for licence)
Self-Constrained Inference Optimization on Structural Groups for Human Pose Estimation 0 1 6 Jul 2022 not harvested
I^2R-Net: Intra- and Inter-Human Relation Network for Multi-Person Pose Estimation 1 1 22 Jun 2022 not harvested
Revealing the Dark Secrets of Masked Image Modeling 1 2 26 May 2022 ran 4 of 5 samples (1 unverified)
Lite Pose: Efficient Architecture Design for 2D Human Pose Estimation 1 1 3 May 2022 ran 3 of 5 samples (2 unverified)
ViTPose: Simple Vision Transformer Baselines for Human Pose Estimation 6 1 26 Apr 2022 ran 18 of 31 samples (13 unverified; 6 pointer-only for licence)
BAPose: Bottom-Up Pose Estimation with Disentangled Waterfall Representations 1 1 20 Dec 2021 not harvested
Rethinking Keypoint Representations: Modeling Keypoints and Poses as Objects for Multi-Person Human Pose Estimation 1 3 16 Nov 2021 not harvested
HRFormer: High-Resolution Transformer for Dense Prediction 1 1 18 Oct 2021 ran 7 of 11 samples (4 unverified)
The Center of Attention: Center-Keypoint Grouping via Attention for Multi-Person Pose Estimation 1 1 11 Oct 2021 not harvested
Greedy Offset-Guided Keypoint Grouping for Human Pose Estimation 1 2 7 Jul 2021 not harvested
OpenPifPaf: Composite Fields for Semantic Keypoint Detection and Spatio-Temporal Association 6 1 3 Mar 2021 not harvested
Multi-Instance Pose Networks: Rethinking Top-Down Pose Estimation 1 2 27 Jan 2021 ran 1 of 1 samples (0 unverified)
TransPose: Keypoint Localization via Transformer 1 1 28 Dec 2020 not harvested
ScaleNAS: One-Shot Learning of Scale-Aware Representations for Visual Recognition 0 1 30 Nov 2020 not harvested
Monocular, One-stage, Regression of Multiple 3D People 2 2 27 Aug 2020 not harvested
HigherHRNet: Scale-Aware Representation Learning for Bottom-Up Human Pose Estimation 19 1 27 Aug 2019 ran 5 of 27 samples (22 unverified)
Single-Stage Multi-Person Pose Machines 1 1 24 Aug 2019 not harvested
Human Pose Estimation for Real-World Crowded Scenarios 1 1 16 Jul 2019 not harvested
OpenPose: Realtime Multi-Person 2D Pose Estimation using Part Affinity Fields 51 1 18 Dec 2018 ran 3 of 16 samples (13 unverified; 2 pointer-only for licence)
CrowdPose: Efficient Crowded Scenes Pose Estimation and A New Benchmark 4 1 2 Dec 2018 not harvested
Simple Baselines for Human Pose Estimation and Tracking 27 1 17 Apr 2018 not harvested
Mask R-CNN 179 1 20 Mar 2017 ran 42 of 140 samples (98 unverified; 23 pointer-only for licence)
RMPE: Regional Multi-person Pose Estimation 14 1 1 Dec 2016 not harvested

Dataset loaders archive 2025-07-28

3 loaders as listed in the archive; links are outbound and not re-checked here.

Tasks archive 2025-07-28

License archive 2025-07-28

Unknown

Modalities archive 2025-07-28

Languages archive 2025-07-28

Variants archive 2025-07-28

  • CrowdPose

1 variant name, as the archive lists them.

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