A systematic literature review on object detection using near infrared and thermal images

N Bustos, M Mashhadi, SK Lai-Yuen, S Sarkar, TK Das - Neurocomputing, 2023 - Elsevier
Significant advances have been achieved in object detection techniques using visible
images for applications that include military operations, autonomous driving, and security …

Task-conditioned domain adaptation for pedestrian detection in thermal imagery

M Kieu, AD Bagdanov, M Bertini… - European conference on …, 2020 - Springer
Pedestrian detection is a core problem in computer vision that sees broad application in
video surveillance and, more recently, in advanced driving assistance systems. Despite its …

Pedestrian detection in low-light conditions: A comprehensive survey

B Ghari, A Tourani, A Shahbahrami… - Image and Vision …, 2024 - Elsevier
Pedestrian detection remains a critical problem in various domains, such as computer
vision, surveillance, and autonomous driving. In particular, accurate and instant detection of …

Anchor-free small-scale multispectral pedestrian detection

A Wolpert, M Teutsch, MS Sarfraz… - arXiv preprint arXiv …, 2020 - arxiv.org
Multispectral images consisting of aligned visual-optical (VIS) and thermal infrared (IR)
image pairs are well-suited for practical applications like autonomous driving or visual …

IR-MSDNet: Infrared and visible image fusion based on infrared features and multiscale dense network

A Raza, J Liu, Y Liu, J Liu, Z Li, X Chen… - IEEE Journal of …, 2021 - ieeexplore.ieee.org
Infrared (IR) and visible images are heterogeneous data, and their fusion is one of the
important research contents in the remote sensing field. In the last decade, deep networks …

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
Pedestrian detection is a canonical problem for safety and security applications, and it
remains a challenging problem due to the highly variable lighting conditions in which …

Robust pedestrian detection in thermal imagery using synthesized images

M Kieu, L Berlincioni, L Galteri, M Bertini… - 2020 25th …, 2021 - ieeexplore.ieee.org
In this paper we propose a method for improving pedestrian detection in the thermal domain
using two stages: first, a generative data augmentation approach is used, then a domain …

The effect of a diverse dataset for transfer learning in thermal person detection

NU Huda, BD Hansen, R Gade, TB Moeslund - Sensors, 2020 - mdpi.com
Thermal cameras are popular in detection for their precision in surveillance in the dark and
for privacy preservation. In the era of data driven problem solving approaches, manually …

Partially fake it till you make it: Mixing real and fake thermal images for improved object detection

F Bongini, L Berlincioni, M Bertini… - Proceedings of the 29th …, 2021 - dl.acm.org
In this paper we propose a novel data augmentation approach for visual content domains
that have scarce training datasets, compositing synthetic 3D objects within real scenes. We …

Toward Generalizable Multispectral Pedestrian Detection

F Chu, J Cao, Z Song, Z Shao… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Multispectral pedestrian detection has achieved great success in past years, which can be
used in autonomous driving for intelligent transportation system. Most existing multispectral …