ML Research Wiki / Benchmarks / Pose Estimation / COCO (Common Objects in Context)

COCO (Common Objects in Context)

Pose Estimation Benchmark

Performance Over Time

📊 Showing 10 results | 📏 Metric: AP

Top Performing Models

Rank Model Paper AP Date Code
1 BUCTD (PETR, with generative sampling) Rethinking pose estimation in crowds: overcoming the detection information-bottleneck and ambiguity 83.70 2023-06-13 📦 amathislab/BUCTD
2 OmniPose (WASPv2) OmniPose: A Multi-Scale Framework for Multi-Person Pose Estimation 79.50 2021-03-18 📦 bmartacho/OmniPose
3 MetaPrompt-SD Harnessing Diffusion Models for Visual Perception with Meta Prompts 79.00 2023-12-22 📦 fudan-zvg/meta-prompts
4 Hulk(Finetune, ViT-L) Hulk: A Universal Knowledge Translator for Human-Centric Tasks 78.70 2023-12-04 📦 opengvlab/humanbench 📦 opengvlab/hulk
5 BUCTD (PETR, with generative sampling) Rethinking pose estimation in crowds: overcoming the detection information-bottleneck and ambiguity 77.80 2023-06-13 📦 amathislab/BUCTD
6 Hulk(Finetune, ViT-B) Hulk: A Universal Knowledge Translator for Human-Centric Tasks 77.50 2023-12-04 📦 opengvlab/humanbench 📦 opengvlab/hulk
7 I²R-Net (1st stage:HRFormer-B) I^2R-Net: Intra- and Inter-Human Relation Network for Multi-Person Pose Estimation 77.30 2022-06-22 📦 leijue222/Intra-and-Inter-Human-Relation-Network-for-MPEE
8 PATH (Partial FT) HumanBench: Towards General Human-centric Perception with Projector Assisted Pretraining 77.10 2023-03-10 📦 opengvlab/humanbench
9 SOLIDER (swin-B) Beyond Appearance: a Semantic Controllable Self-Supervised Learning Framework for Human-Centric Visual Tasks 76.60 2023-03-30 📦 modelscope/modelscope 📦 tinyvision/SOLIDER 📦 hasanirtiza/Pedestron 📦 DengpanFu/LUPerson
10 PEFORMER-Xcit-dino-p8 PE-former: Pose Estimation Transformer 72.60 2021-12-09 📦 padeler/pe-former

All Papers (10)

amathislab/BUCTD
bmartacho/OmniPose
fudan-zvg/meta-prompts
opengvlab/humanbench opengvlab/hulk
amathislab/BUCTD
opengvlab/humanbench opengvlab/hulk
leijue222/Intra-and-Inter-Human-Relation-Network-for-MPEE
opengvlab/humanbench
modelscope/modelscope tinyvision/SOLIDER

PE-former: Pose Estimation Transformer

2021
PEFORMER-Xcit-dino-p8
padeler/pe-former