Joint object detection and multi-object tracking with graph neural networks

Y Wang, K Kitani, X Weng - 2021 IEEE international conference …, 2021 - ieeexplore.ieee.org
Object detection and data association are critical components in multi-object tracking (MOT)
systems. Despite the fact that the two components are dependent on each other, prior works …

Clothing status awareness for long-term person re-identification

Y Huang, Q Wu, JS Xu, Y Zhong… - Proceedings of the …, 2021 - openaccess.thecvf.com
Long-Term person re-identification (LT-reID) exposes extreme challenges because of the
longer time gaps between two recording footages where a person is likely to change …

Learning clothing and pose invariant 3d shape representation for long-term person re-identification

F Liu, M Kim, ZA Gu, A Jain… - Proceedings of the IEEE …, 2023 - openaccess.thecvf.com
Abstract Long-Term Person Re-Identification (LT-ReID) has become increasingly crucial in
computer vision and biometrics. In this work, we aim to extend LT-ReID beyond pedestrian …

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 …

Distilling CLIP with dual guidance for learning discriminative human body shape representation

F Liu, M Kim, Z Ren, X Liu - … of the IEEE/CVF Conference on …, 2024 - openaccess.thecvf.com
Abstract Person Re-Identification (ReID) holds critical importance in computer vision with
pivotal applications in public safety and crime prevention. Traditional ReID methods reliant …

Complementary data augmentation for cloth-changing person re-identification

X Jia, X Zhong, M Ye, W Liu… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
This paper studies the challenging person re-identification (Re-ID) task under the cloth-
changing scenario, where the same identity (ID) suffers from uncertain cloth changes. To …

Meta clothing status calibration for long-term person re-identification

Y Huang, Q Wu, Z Zhang, C Shan… - IEEE transactions on …, 2024 - ieeexplore.ieee.org
Recent studies have seen significant advancements in the field of long-term person re-
identification (LT-reID) through the use of clothing-irrelevant or insensitive features. This …

Contrastive viewpoint-aware shape learning for long-term person re-identification

VD Nguyen, K Khaldi, D Nguyen… - Proceedings of the …, 2024 - openaccess.thecvf.com
Abstract Traditional approaches for Person Re-identification (Re-ID) rely heavily on
modeling the appearance of persons. This measure is unreliable over longer durations due …

Temporal 3d shape modeling for video-based cloth-changing person re-identification

VD Nguyen, P Mantini, SK Shah - Proceedings of the IEEE …, 2024 - openaccess.thecvf.com
Abstract Video-based Cloth-Changing Person Re-ID (VCCRe-ID) refers to a real-world Re-
ID problem where texture information like appearance or clothing becomes unreliable in …

A versatile framework for multi-scene person re-identification

WS Zheng, J Yan, YX Peng - IEEE Transactions on Pattern …, 2024 - ieeexplore.ieee.org
Person Re-identification (ReID) has been extensively developed for a decade in order to
learn the association of images of the same person across non-overlap** camera views …