Pedestrian Attribute Recognition

Pedestrian attribution recognition is the task of recognizing pedestrian features - such as whether they are talking on a phone, whether they have a backpack, and so on.

( Image credit: HydraPlus-Net: Attentive Deep Features for Pedestrian Analysis )

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1–25 of 56 papers

Title	Date	Tasks	Status	Hype
FOCUS: Fine-grained Optimization with Semantic Guided Understanding for Pedestrian Attributes Recognition	Jun 28, 2025	AttributeContrastive Learning	—Unverified	0
ViTA-PAR: Visual and Textual Attribute Alignment with Attribute Prompting for Pedestrian Attribute Recognition	Jun 2, 2025	AttributePedestrian Attribute Recognition	CodeCode Available	0
Adversarial Semantic and Label Perturbation Attack for Pedestrian Attribute Recognition	May 29, 2025	Adversarial AttackAttribute	CodeCode Available	0
RGB-Event based Pedestrian Attribute Recognition: A Benchmark Dataset and An Asymmetric RWKV Fusion Framework	Apr 14, 2025	AttributePedestrian Attribute Recognition	CodeCode Available	0
AttriVision: Advancing Generalization in Pedestrian Attribute Recognition using CLIP	Feb 18, 2025	AttributePedestrian Attribute Recognition	—Unverified	0
Enhanced Visual-Semantic Interaction with Tailored Prompts for Pedestrian Attribute Recognition	Jan 1, 2025	AttributePedestrian Attribute Recognition	—Unverified	0
SNN-PAR: Energy Efficient Pedestrian Attribute Recognition via Spiking Neural Networks	Oct 10, 2024	AttributeKnowledge Distillation	CodeCode Available	0
Pedestrian Attribute Recognition: A New Benchmark Dataset and A Large Language Model Augmented Framework	Aug 19, 2024	AttributeEnsemble Learning	CodeCode Available	0
An Empirical Study of Mamba-based Pedestrian Attribute Recognition	Jul 15, 2024	ArticlesAttribute	CodeCode Available	0
Pedestrian Attribute Recognition as Label-balanced Multi-label Learning	May 8, 2024	AttributeDiversity	CodeCode Available	1
Spatio-Temporal Side Tuning Pre-trained Foundation Models for Video-based Pedestrian Attribute Recognition	Apr 27, 2024	AttributePedestrian Attribute Recognition	CodeCode Available	1
C2T-Net: Channel-Aware Cross-Fused Transformer-Style Networks for Pedestrian Attribute Recognition	Dec 26, 2023	AttributePedestrian Attribute Recognition	CodeCode Available	1
Pedestrian Attribute Recognition via CLIP based Prompt Vision-Language Fusion	Dec 17, 2023	AttributeContrastive Learning	CodeCode Available	0
SSPNet: Scale and Spatial Priors Guided Generalizable and Interpretable Pedestrian Attribute Recognition	Dec 11, 2023	AttributePedestrian Attribute Recognition	CodeCode Available	0
SequencePAR: Understanding Pedestrian Attributes via A Sequence Generation Paradigm	Dec 4, 2023	AttributeDecoder	CodeCode Available	0
Hulk: A Universal Knowledge Translator for Human-Centric Tasks	Dec 4, 2023	3D Human Pose EstimationAction Recognition	CodeCode Available	2
HAP: Structure-Aware Masked Image Modeling for Human-Centric Perception	Oct 31, 2023	2D Pose EstimationAttribute	CodeCode Available	1
A Solution to Co-occurrence Bias: Attributes Disentanglement via Mutual Information Minimization for Pedestrian Attribute Recognition	Jul 28, 2023	AttributeDisentanglement	CodeCode Available	0
Lightweight Attribute Localizing Models for Pedestrian Attribute Recognition	Jun 16, 2023	AttributeNeural Network Compression	—Unverified	0
Knowledge Assembly: Semi-Supervised Multi-Task Learning from Multiple Datasets with Disjoint Labels	Jun 15, 2023	AttributeMulti-Task Learning	—Unverified	0
Towards Unified Text-based Person Retrieval: A Large-scale Multi-Attribute and Language Search Benchmark	Jun 5, 2023	AttributeImage-text matching	CodeCode Available	1
PLIP: Language-Image Pre-training for Person Representation Learning	May 15, 2023	AttributePedestrian Attribute Recognition	CodeCode Available	1
Learning CLIP Guided Visual-Text Fusion Transformer for Video-based Pedestrian Attribute Recognition	Apr 20, 2023	AttributePedestrian Attribute Recognition	CodeCode Available	1
PARFormer: Transformer-based Multi-Task Network for Pedestrian Attribute Recognition	Apr 14, 2023	AttributeData Augmentation	CodeCode Available	1
Beyond Appearance: a Semantic Controllable Self-Supervised Learning Framework for Human-Centric Visual Tasks	Mar 30, 2023	Human ParsingPedestrian Attribute Recognition	CodeCode Available	3

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All datasets PA-100K PETA RAPv2 RAP UAV-Human DukeMTMC-attribute Market1501-Attributes UPAR

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	Attivision	F1 score	93.1	—	Unverified
2	PATH (Partial FT)	Accuracy	90.8	—	Unverified
3	Attrivision	Accuracy	89.8	—	Unverified
4	Hulk(Finetune, ViT-L)	Accuracy	88.97	—	Unverified
5	Hulk(Finetune, ViT-B)	Accuracy	87.85	—	Unverified
6	C2T-Net	Accuracy	87.2	—	Unverified
7	SOLIDER	Accuracy	86.38	—	Unverified
8	UniHCP (finetune)	Accuracy	86.18	—	Unverified
9	APTM	Accuracy	80.17	—	Unverified
10	Label2Label	Accuracy	79.23	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	UniHCP (FT)	Accuracy	88.78	—	Unverified
2	C2T-Net	Accuracy	88.2	—	Unverified
3	ALM[tang2019Improving] (ICCV19)	Accuracy	79.52	—	Unverified
4	Attribute-Specific Localization	Accuracy	79.52	—	Unverified
5	strongbaseline	Accuracy	79.14	—	Unverified
6	HP-net	Accuracy	76.13	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Hulk(Finetune, ViT-L)	Accuracy	85.86	—	Unverified
2	Hulk(Finetune, ViT-B)	Accuracy	85.26	—	Unverified
3	Attrivision	Accuracy	84.2	—	Unverified
4	UniHCP (finetune)	Accuracy	82.34	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Attribute-Specific Localization	Accuracy	68.17	—	Unverified
2	HP-net	Accuracy	65.39	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DenseNet	Backpack	63.9	—	Unverified
2	ResNet	Backpack	63.5	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MBNET	Accuracy	91.13	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Attrivision	Accuracy	83.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Attrivision	Accuracy	89.4	—	Unverified