Domain Adaptation for Person Re-identification on New Unlabeled Data

Tiago de C. G. Pereira, Teofilo E. de Campos

2020

Abstract

n the world where big data reigns and there is plenty of hardware prepared to gather a huge amount of non structured data, data acquisition is no longer a problem. Surveillance cameras are ubiquitous and they capture huge numbers of people walking across different scenes. However, extracting value from this data is challenging, specially for tasks that involve human images, such as face recognition and person re-identification. Annotation of this kind of data is a challenging and expensive task. In this work we propose a domain adaptation workflow to allow CNNs that were trained from one domain to be applied to another domain without the need for new annotation of the target data. Our results show that domain adaptation techniques really improve the performance of the CNN when applied in the target domain.

Paper Citation

in Harvard Style

Pereira T. and E. de Campos T. (2020). Domain Adaptation for Person Re-identification on New Unlabeled Data. In Proceedings of the 15th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (VISIGRAPP 2020) - Volume 4: VISAPP; ISBN 978-989-758-402-2, SciTePress, pages 695-703. DOI: 10.5220/0008973606950703

in Bibtex Style

@conference{visapp20,
author={Tiago de C. G. Pereira and Teofilo E. de Campos},
title={Domain Adaptation for Person Re-identification on New Unlabeled Data},
booktitle={Proceedings of the 15th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (VISIGRAPP 2020) - Volume 4: VISAPP},
year={2020},
pages={695-703},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0008973606950703},
isbn={978-989-758-402-2},
}

in EndNote Style

TY - CONF

JO - Proceedings of the 15th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (VISIGRAPP 2020) - Volume 4: VISAPP
TI - Domain Adaptation for Person Re-identification on New Unlabeled Data
SN - 978-989-758-402-2
AU - Pereira T.
AU - E. de Campos T.
PY - 2020
SP - 695
EP - 703
DO - 10.5220/0008973606950703
PB - SciTePress