ML Research Wiki / Benchmarks / Pedestrian Attribute Recognition / PA-100K

PA-100K

Pedestrian Attribute Recognition Benchmark

Performance Over Time

📊 Showing 10 results | 📏 Metric: Accuracy

Top Performing Models

Rank Model Paper Accuracy Date Code
1 PATH (Partial FT) 📚 HumanBench: Towards General Human-centric Perception with Projector Assisted Pretraining 90.80 2023-03-10 📦 opengvlab/humanbench
2 Hulk(Finetune, ViT-L) 📚 Hulk: A Universal Knowledge Translator for Human-Centric Tasks 88.97 2023-12-04 📦 opengvlab/humanbench 📦 opengvlab/hulk
3 Hulk(Finetune, ViT-B) 📚 Hulk: A Universal Knowledge Translator for Human-Centric Tasks 87.85 2023-12-04 📦 opengvlab/humanbench 📦 opengvlab/hulk
4 SOLIDER 📚 Beyond Appearance: a Semantic Controllable Self-Supervised Learning Framework for Human-Centric Visual Tasks 86.38 2023-03-30 📦 modelscope/modelscope 📦 tinyvision/SOLIDER 📦 hasanirtiza/Pedestron 📦 DengpanFu/LUPerson
5 UniHCP (finetune) 📚 UniHCP: A Unified Model for Human-Centric Perceptions 86.18 2023-03-06 📦 opengvlab/unihcp
6 APTM 📚 Towards Unified Text-based Person Retrieval: A Large-scale Multi-Attribute and Language Search Benchmark 80.17 2023-06-05 📦 Shuyu-XJTU/APTM
7 Label2Label 📚 Label2Label: A Language Modeling Framework for Multi-Attribute Learning 79.23 2022-07-18 📦 li-wanhua/label2label
8 strongBaseline(ours) Rethinking of Pedestrian Attribute Recognition: Realistic Datasets with Efficient Method 78.56 2020-05-25 📦 valencebond/Rethinking_of_PAR 📦 evantkchong/LEPAR
9 Attribute-Specific Localization Improving Pedestrian Attribute Recognition With Weakly-Supervised Multi-Scale Attribute-Specific Localization 0.00 2019-10-10 📦 chufengt/alm-pedestrian-attribute 📦 chufengt/iccv19_attribute
10 HP-net HydraPlus-Net: Attentive Deep Features for Pedestrian Analysis 0.00 2017-09-28 📦 xh-liu/HydraPlus-Net 📦 TianmingQiu/HydraPlusNet

All Papers (10)

opengvlab/humanbench
opengvlab/humanbench opengvlab/hulk
opengvlab/humanbench opengvlab/hulk
modelscope/modelscope tinyvision/SOLIDER
opengvlab/unihcp
Shuyu-XJTU/APTM
li-wanhua/label2label
valencebond/Rethinking_of_PAR evantkchong/LEPAR
chufengt/alm-pedestrian-attribute chufengt/iccv19_attribute
xh-liu/HydraPlus-Net TianmingQiu/HydraPlusNet