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SotA/Computer Vision/Pose Estimation/CrowdPose

Pose Estimation on CrowdPose

Metric: mAP @0.5:0.95 (higher is better)

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#Model↕mAP @0.5:0.95▼Extra DataPaperDate↕Code
1RTMO-l83.8YesRTMO: Towards High-Performance One-Stage Real-Ti...2023-12-12Code
2BUCTD-W48 (w/cond. input from PETR, and generative sampling)78.5NoRethinking pose estimation in crowds: overcoming...2023-06-13Code
3I²R-Net (1st stage: HRFormer-B)77.4NoI^2R-Net: Intra- and Inter-Human Relation Networ...2022-06-22Code
4ED-Pose (Swin-L)76.6YesExplicit Box Detection Unifies End-to-End Multi-...2023-02-03Code
5DETRPose-X75.1NoDETRPose: Real-time end-to-end transformer model...2025-06-16Code
6DETRPose-L73.3NoDETRPose: Real-time end-to-end transformer model...2025-06-16Code
7HRFormer-B72.4NoHRFormer: High-Resolution Transformer for Dense ...2021-10-18Code
8BAPose (W32)72.2NoBAPose: Bottom-Up Pose Estimation with Disentang...2021-12-20Code
9DETRPose-M72NoDETRPose: Real-time end-to-end transformer model...2025-06-16Code
10TransPose-H71.8NoTransPose: Keypoint Localization via Transformer2020-12-28Code
11SCIO (HRNet-48)71.5NoSelf-Constrained Inference Optimization on Struc...2022-07-06-
12HigherHRNet (ScaleNet_P4)71.3YesScaleNAS: One-Shot Learning of Scale-Aware Repre...2020-11-30-
13MIPNet (HRNet-W48)70NoMulti-Instance Pose Networks: Rethinking Top-Dow...2021-01-27Code
14CenterGroup69.4NoThe Center of Attention: Center-Keypoint Groupin...2021-10-11Code
15HigherHRNet(HR-Net-48)67.6YesHigherHRNet: Scale-Aware Representation Learning...2019-08-27Code
16DETRPose-S67.4NoDETRPose: Real-time end-to-end transformer model...2025-06-16Code
17Joint-candidate SPPE +66NoCrowdPose: Efficient Crowded Scenes Pose Estimat...2018-12-02Code
18OccNet65.5NoHuman Pose Estimation for Real-World Crowded Sce...2019-07-16Code
19Hourglass-10465.2NoGreedy Offset-Guided Keypoint Grouping for Human...2021-07-07Code
20SPM63.7NoSingle-Stage Multi-Person Pose Machines2019-08-24Code
21AlphaPose61NoRMPE: Regional Multi-person Pose Estimation2016-12-01Code
22Simple baseline60.8NoSimple Baselines for Human Pose Estimation and T...2018-04-17Code
23ROMP+CAR58.6NoMonocular, One-stage, Regression of Multiple 3D ...2020-08-27Code
24LitePose-S58.3NoLite Pose: Efficient Architecture Design for 2D ...2022-05-03Code
25Mask R-CNN57.2NoMask R-CNN2017-03-20Code
26DETRPose-N56NoDETRPose: Real-time end-to-end transformer model...2025-06-16Code
27ROMP55.6NoMonocular, One-stage, Regression of Multiple 3D ...2020-08-27Code