\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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\bibinfo{author}{Girshick, R.}, \bibinfo{author}{Donahue, J.},
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\newblock \bibinfo{title}{Rich feature hierarchies for accurate object
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\bibitem{ren2015faster}
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\newblock {\emph{\JournalTitle{Advances in neural information processing
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\bibitem{redmon2017yolo9000}
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\bibitem{redmon2018yolov3}
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\newblock {\emph{\JournalTitle{arXiv preprint arXiv:1804.02767}}}
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\bibitem{bochkovskiy2020yolov4}
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\newblock \bibinfo{journal}{\bibinfo{title}{Yolov4: Optimal speed and accuracy
  of object detection}}.
\newblock {\emph{\JournalTitle{arXiv preprint arXiv:2004.10934}}}
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\bibitem{yao2021cross}
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\bibitem{YOLOv5}
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\newblock \bibinfo{howpublished}{\url{https://github.com/ultralytics/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 \bibinfo{journal}{\bibinfo{title}{Yolov7: Trainable bag-of-freebies
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\newblock {\emph{\JournalTitle{arXiv preprint arXiv:2207.02696}}}
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\bibitem{lin2017focal}
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\newblock In \emph{\bibinfo{booktitle}{Proceedings of the IEEE international
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\bibitem{YOLOv8}
\bibinfo{title}{Yolov8 release}.
\newblock \bibinfo{howpublished}{\url{https://docs.ultralytics.com/}}.
\newblock \bibinfo{note}{Accessed: 2023-08-07}.

\bibitem{barba2021object}
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\newblock \bibinfo{title}{Object detection in rural roads through ssd and yolo
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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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\newblock \bibinfo{journal}{\bibinfo{title}{An automatic traffic density
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  A/B/C}}} \textbf{\bibinfo{volume}{110}}, \bibinfo{pages}{176--184}
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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}
\bibinfo{author}{Wang, K.} \& \bibinfo{author}{Liu, M.~Z.}
\newblock \bibinfo{journal}{\bibinfo{title}{Object recognition at night scene
  based on dcgan and faster r-cnn}}.
\newblock {\emph{\JournalTitle{IEEE Access}}} \textbf{\bibinfo{volume}{8}},
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\bibitem{liu2022image}
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\newblock \bibinfo{title}{Image-adaptive yolo for object detection in adverse
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\newblock In \emph{\bibinfo{booktitle}{Proceedings of the AAAI Conference on
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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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\bibitem{ExDarkGithub}
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\end{thebibliography}
