Pedestrian Attribute Recognition
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Benchmarks
PA-100K
PETA
RAPv2
RAP
UAV-Human
DukeMTMC-attribute
Market1501-Attributes
UPAR
Most implemented
Densely Connected Convolutional Networks
Beyond Appearance: a Semantic Controllable Self-Supervised Learning Framework for Human-Centric Visual Tasks
Spatio-Temporal Side Tuning Pre-trained Foundation Models for Video-based Pedestrian Attribute Recognition
A Richly Annotated Dataset for Pedestrian Attribute Recognition
Papers
Real-time pedestrian attribute recognition with YOLOv8 and ResNet18
Pedestrian attribute recognition (PAR) assigns semantic labels to detected pedestrians and is useful in surveillance, video retrieval, and human-centered graphics applications. This paper presents a two-stage framework i…
Pedestrian Attribute RecognitionVideo RetrievalAn Empirical Analysis of Optimization Dynamics and Sparsity Boundaries in Large-Scale Pedestrian Attribute Recognition
Pedestrian Attribute Recognition (PAR) is critical for video surveillance, enabling forensic search and re-identification systems. Extreme class imbalance remains a fundamental obstacle when merging PETA and PA-100K into…
Pedestrian Attribute RecognitionReSAGE-PAR: Representational Similarity Assessment for Generative Expansion in Pedestrian Attribute Recognition
To address the limited diversity and data scarcity in Pedestrian Attribute Recognition (PAR), we explore image synthesis using diffusion models guided by attribute-based prompts. While this enables the controlled generat…
Pedestrian Attribute RecognitionUncertainty-Aware Pedestrian Attribute Recognition via Evidential Deep Learning
We propose UAPAR, an Uncertainty-Aware Pedestrian Attribute Recognition framework. To the best of our knowledge, this is the first EDL-based uncertainty-aware framework for pedestrian attribute recognition (PAR). Unlike …
Pedestrian Attribute RecognitionPFM-VEPAR: Prompting Foundation Models for RGB-Event Camera based Pedestrian Attribute Recognition
Event-based pedestrian attribute recognition (PAR) leverages motion cues to enhance RGB cameras in low-light and motion-blur scenarios, enabling more accurate inference of attributes like age and emotion. However, existi…
Pedestrian Attribute RecognitionRepresentation LearningUniPAR: A Unified Framework for Pedestrian Attribute Recognition
Pedestrian Attribute Recognition is a foundational computer vision task that provides essential support for downstream applications, including person retrieval in video surveillance and intelligent retail analytics. Howe…
Pedestrian Attribute RecognitionDomain GeneralizationPerson Retrieval