Tackling domain shifts in person re-identification: A survey and analysis

VD Nguyen, S Mirza, A Zakeri… - Proceedings of the …, 2024 - openaccess.thecvf.com
The necessity for a Person ReID system for rapidly evolving urban surveillance applications
is severely challenged by domain shifts-variations in data distribution that occur across …

Contrastive clothing and pose generation for cloth-changing person re-identification

VD Nguyen, P Mantini, SK Shah - Proceedings of the IEEE …, 2024 - openaccess.thecvf.com
Abstract Cloth-Changing Person Re-Identification (CCRe-ID) aims at matching an individual
across cameras after a long period of time presenting variations in clothing compounded …

Occluded cloth-changing person re-identification via occlusion-aware appearance and shape reasoning

VD Nguyen, P Mantini, SK Shah - 2024 IEEE International …, 2024 - ieeexplore.ieee.org
Existing methods in Person Re-Identification (ReID) often fail when simultaneously
confronted with occlusions and clothing changes. In this paper, we introduce a challenging …

Data quality aware approaches for addressing model drift of semantic segmentation models

S Mirza, VD Nguyen, P Mantini, SK Shah - arxiv preprint arxiv:2402.07258, 2024 - arxiv.org
In the midst of the rapid integration of artificial intelligence (AI) into real world applications,
one pressing challenge we confront is the phenomenon of model drift, wherein the …

Cross-Modality Complementary Learning for Video-Based Cloth-Changing Person Re-identification

VD Nguyen, P Mantini, SK Shah - Proceedings of the Asian …, 2024 - openaccess.thecvf.com
Abstract Video-based Cloth-Changing Person Re-ID (VCCRe-ID) is a real-world Re-ID
problem where individuals are observed in settings with a high likelihood of clothing …

Occlusion-aware Cross-Attention Fusion for Video-based Occluded Cloth-Changing Person Re-Identification

VD Nguyen, P Mantini, SK Shah - 2024 IEEE International Joint …, 2024 - ieeexplore.ieee.org
Video-based Person Re-Identification (Re-ID) is an important task in video surveillance
analysis. Real-world video-based Re-ID commonly suffers from clothing changes and …

Pose-to-Human (P2H): A pose guidance framework via Gram matrix for Occluded Person Re-identification

QH Trinh, PTV Thi, MT Tran, HD Nguyen - Procedia Computer Science, 2024 - Elsevier
The person identification task aims to generate robust human representation embeddings.
Traditional methods have achieved competitive results, but they face occlusion challenges …