Task-conditioned domain adaptation for pedestrian detection in thermal imagery

M Kieu, AD Bagdanov, M Bertini… - European conference on …, 2020 - Springer
… the scientific literature related to our proposed domain adaptation approach. In Sect. 3 we
describe our approach to conditioning thermal domain adaptation on the auxiliary task of day/…

Self-training guided adversarial domain adaptation for thermal imagery

IB Akkaya, F Altinel, U Halici - Proceedings of the IEEE/CVF …, 2021 - openaccess.thecvf.com
imagery without requiring RGB-to-thermal image pairs. We propose an unsupervised domain
adaptation … and thermal image modalities. Numerous recent methods attempted to address …

Spectral Transfer Guided Active Domain Adaptation For Thermal Imagery

B Ustun, AK Kaya, EC Ayerden… - Proceedings of the …, 2023 - openaccess.thecvf.com
… To the best of our knowledge, there is no active domain adaptation study in the literature
of thermal image classification. While the SDM [46] employs no extra classifiers for query by …

Bottom-up and layerwise domain adaptation for pedestrian detection in thermal images

M Kieu, AD Bagdanov, M Bertini - ACM Transactions on Multimedia …, 2021 - dl.acm.org
… several domain adaptation approaches to adapt RGB-trained detectors to the thermal domain.
… In Section 3, we describe several approaches to domain adaptation that we apply to the …

Domain adaptation for privacy-preserving pedestrian detection in thermal imagery

M Kieu, AD Bagdanov, M Bertini… - Image Analysis and …, 2019 - Springer
thermal and visible spectrum imagery in … domain adaptation techniques for fine-tuning a
YOLOv3 detector to perform accurate and robust pedestrian detection using thermal images

[PDF][PDF] Thermal object detection using domain adaptation through style consistency

F Munir, S Azam, MA Rafique, AM Sheri… - arXiv preprint arXiv …, 2020 - academia.edu
thermal images is introduced in this study by domain adap… domain adaptation for other
datasets, like introducing foggy weather in the Kitti dataset or convert day images to night images

Unsupervised rgb-to-thermal domain adaptation via multi-domain attention network

L Gan, C Lee, SJ Chung - 2023 IEEE International Conference …, 2023 - ieeexplore.ieee.org
… RGB-to-thermal domain adaptation method using a multi-domain attention network and
adversarial attention learning. • We evaluate our method on thermal image classification tasks …

CNN-based thermal infrared person detection by domain adaptation

C Herrmann, M Ruf, J Beyerer - … Systems: Sensors, Vehicles …, 2018 - spiedigitallibrary.org
… and thermal images which current record holders 16 exploit by using both spectral domains
in parallel for person detection. In contrast, this work will only use the thermal images from …

Sstn: Self-supervised domain adaptation thermal object detection for autonomous driving

F Munir, S Azam, M Jeon - 2021 IEEE/RSJ international …, 2021 - ieeexplore.ieee.org
… This study focuses on thermal object detection since thermal imagery is a fundamental tool
… a robust thermal image object detector. The efficacy of a self-supervised thermal network is …

Unsupervised thermal-to-visible domain adaptation method for pedestrian detection

MA Marnissi, H Fradi, A Sahbani, NEB Amara - Pattern Recognition Letters, 2022 - Elsevier
domain to perform detection in the thermal domain at no additional annotation cost. Precisely,
we propose a domain adaptation … size of one visible image and one thermal image. Also, …