\begin{thebibliography}{10}
\urlstyle{rm}
\expandafter\ifx\csname url\endcsname\relax
  \def\url#1{\texttt{#1}}\fi
\expandafter\ifx\csname urlprefix\endcsname\relax\def\urlprefix{URL }\fi
\expandafter\ifx\csname doiprefix\endcsname\relax\def\doiprefix{DOI: }\fi
\providecommand{\bibinfo}[2]{#2}
\providecommand{\eprint}[2][]{\url{#2}}

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\newblock \bibinfo{title}{Rich feature hierarchies for accurate object
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\newblock {\emph{\JournalTitle{arXiv preprint arXiv:1804.02767}}}
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\bibitem{yao2021cross}
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\bibitem{YOLOv5}
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\bibitem{tan2019efficientnet}
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\bibitem{li2022yolov6}
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\newblock {\emph{\JournalTitle{arXiv preprint arXiv:2209.02976}}}
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\bibitem{xie2020self}
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\bibitem{wang2022yolov7}
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\newblock {\emph{\JournalTitle{arXiv preprint arXiv:2207.02696}}}
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\bibitem{lin2017focal}
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\bibitem{YOLOv8}
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\newblock \bibinfo{howpublished}{\url{https://docs.ultralytics.com/}}.
\newblock \bibinfo{note}{Accessed: 2023-08-07}.

\bibitem{barba2021object}
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\bibitem{al2020road}
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\newblock \bibinfo{journal}{\bibinfo{title}{Road object detection using yolov3
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\newblock {\emph{\JournalTitle{International Journal of Advanced Computer
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\bibitem{biswas2019automatic}
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\bibitem{alsanad2022yolo}
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\newblock \bibinfo{journal}{\bibinfo{title}{Yolo-v3 based real-time drone
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\bibitem{wang2020object}
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\newblock \bibinfo{journal}{\bibinfo{title}{Object recognition at night scene
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\newblock {\emph{\JournalTitle{IEEE Access}}} \textbf{\bibinfo{volume}{8}},
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\bibitem{liu2022image}
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\bibitem{hnewa2021multiscale}
\bibinfo{author}{Hnewa, M.} \& \bibinfo{author}{Radha, H.}
\newblock \bibinfo{title}{Multiscale domain adaptive yolo for cross-domain
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\newblock In \emph{\bibinfo{booktitle}{2021 IEEE International Conference on
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\bibitem{huang2020dsnet}
\bibinfo{author}{Huang, S.-C.}, \bibinfo{author}{Le, T.-H.} \&
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\newblock \bibinfo{journal}{\bibinfo{title}{Dsnet: Joint semantic learning for
  object detection in inclement weather conditions}}.
\newblock {\emph{\JournalTitle{IEEE transactions on pattern analysis and
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\bibitem{lai2021research}
\bibinfo{author}{Lai, K.}, \bibinfo{author}{Zhao, J.}, \bibinfo{author}{Liu,
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\newblock \bibinfo{title}{Research on pedestrian detection using optimized mask
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\bibitem{qiu2023idod}
\bibinfo{author}{Qiu, Y.}, \bibinfo{author}{Lu, Y.}, \bibinfo{author}{Wang, Y.}
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\newblock \bibinfo{journal}{\bibinfo{title}{Idod-yolov7: Image-dehazing yolov7
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\newblock {\emph{\JournalTitle{Sensors}}} \textbf{\bibinfo{volume}{23}},
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\bibitem{wang2023research}
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\newblock {\emph{\JournalTitle{Electronics}}} \textbf{\bibinfo{volume}{12}},
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\bibitem{cui2021multitask}
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\bibitem{chen2022application}
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\newblock \bibinfo{journal}{\bibinfo{title}{Application of yolov4 algorithm for
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\bibitem{zhang2019kindling}
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\newblock In \emph{\bibinfo{booktitle}{Proceedings of the 27th ACM
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