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SotA/Methodology/3D/OCHuman

3D on OCHuman

Metric: Validation AP (higher is better)

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Results

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#Model↕Validation AP▼AugmentationsPaperDate↕Code
1ViTPose (ViTAE-G, GT bounding boxes)92.8YesViTPose: Simple Vision Transformer Baselines for...2022-04-26Code
2PoseBH-H86YesPoseBH: Prototypical Multi-Dataset Training Beyo...2025-05-23Code
3RTMPose(RTMPose-l, GT bounding boxes)80.5YesRTMPose: Real-Time Multi-Person Pose Estimation ...2023-03-13Code
4MIPNet (gt-bb)74.1NoMulti-Instance Pose Networks: Rethinking Top-Dow...2021-01-27Code
5I²R-Net (1st stage:TransPose-H)67.8NoI^2R-Net: Intra- and Inter-Human Relation Networ...2022-06-22Code
6TransPose-H62.3NoTransPose: Keypoint Localization via Transformer2020-12-28Code
7HRFormer-B62.1NoHRFormer: High-Resolution Transformer for Dense ...2021-10-18Code
8BBox-Mask-Pose 2x48.6YesDetection, Pose Estimation and Segmentation for ...2024-12-02Code
9BBox-Mask-Pose 2x48.6YesDetection, Pose Estimation and Segmentation for ...2024-12-02Code
10BUCTD (CID-W32)47.7NoRethinking pose estimation in crowds: overcoming...2023-06-13Code
11SPM47.6NoSingle-Stage Multi-Person Pose Machines2019-08-24Code
12CID (HRNet-W48)46.1No--Code
13MaskPose-b45.3YesDetection, Pose Estimation and Segmentation for ...2024-12-02Code
14MIPNet (HRNet-W48)42NoMulti-Instance Pose Networks: Rethinking Top-Dow...2021-01-27Code
15MIPNet (HRNet-W48)42NoMulti-Instance Pose Networks: Rethinking Top-Dow...2021-01-27Code
16HGG (AE+)41.8NoDifferentiable Hierarchical Graph Grouping for M...2020-07-23-
17HGG (AE+)41.8NoDifferentiable Hierarchical Graph Grouping for M...2020-07-23-
18ResNet-15241NoSimple Baselines for Human Pose Estimation and T...2018-04-17Code
19ResNet-15241NoSimple Baselines for Human Pose Estimation and T...2018-04-17Code
20Associative Embedding+40NoAssociative Embedding: End-to-End Learning for J...2016-11-16Code
21Associative Embedding+40NoAssociative Embedding: End-to-End Learning for J...2016-11-16Code
22RMPE38.8NoRMPE: Regional Multi-person Pose Estimation2016-12-01Code
23RMPE38.8NoRMPE: Regional Multi-person Pose Estimation2016-12-01Code
24HRNet-W4837.8NoMulti-Instance Pose Networks: Rethinking Top-Dow...2021-01-27Code
25HRNet-W4837.8NoMulti-Instance Pose Networks: Rethinking Top-Dow...2021-01-27Code
26ResNet-5032.1NoSimple Baselines for Human Pose Estimation and T...2018-04-17Code
27Associative Embedding32.1NoAssociative Embedding: End-to-End Learning for J...2016-11-16Code
28ResNet-5032.1NoSimple Baselines for Human Pose Estimation and T...2018-04-17Code
29Associative Embedding32.1NoAssociative Embedding: End-to-End Learning for J...2016-11-16Code
30CrowdPose27.5NoCrowdPose: Efficient Crowded Scenes Pose Estimat...2018-12-02Code
31SimplePose24.1NoSimple Baselines for Human Pose Estimation and T...2018-04-17Code
32Mask R-CNN20.2NoMask R-CNN2017-03-20Code