update

main.bbl

@@ -223,6 +223,17 @@ D.~Bolya, C.~Zhou, F.~Xiao, and Y.~J. Lee, ``Yolact: Real-time instance
 A.~A. Alemi, I.~Fischer, J.~V. Dillon, and K.~Murphy, ``Deep variational
   information bottleneck,'' \emph{arXiv preprint arXiv:1612.00410}, 2016.
 
+\bibitem{iouloss}
+J.~Yu, Y.~Jiang, Z.~Wang, Z.~Cao, and T.~Huang, ``Unitbox: An advanced object
+  detection network,'' in \emph{Proceedings of the 24th ACM international
+  conference on Multimedia}, 2016, pp. 516--520.
+
+\bibitem{giouloss}
+H.~Rezatofighi, N.~Tsoi, J.~Gwak, A.~Sadeghian, I.~Reid, and S.~Savarese,
+  ``Generalized intersection over union: A metric and a loss for bounding box
+  regression,'' in \emph{Proceedings of the IEEE/CVF conference on computer
+  vision and pattern recognition}, 2019, pp. 658--666.
+
 \bibitem{focal}
 T.-Y. Lin, P.~Goyal, R.~Girshick, K.~He, and P.~Doll{\'a}r, ``Focal loss for
   dense object detection,'' in \emph{Proceedings of the IEEE international

main.tex

@@ -452,7 +452,7 @@ It should be noted that the O2O cls head depends on the predictons of O2M cls he
 \end{equation}
   
 
-\textbf{Label assignment and Cost function} We use the label assignment (SimOTA) similar to previous work \cite{clrnet}\cite{clrernet}. However, to make the function more compact and consistent with general object detection works \cite{ref3}, we have redefined the lane IoU. As illustrated in Fig. \ref{glaneiou}, the newly-defined lane IoU, which we refer to as GLaneIoU, is redefined as follows:
+\textbf{Label assignment and Cost function} We use the label assignment (SimOTA) similar to previous work \cite{clrnet}\cite{clrernet}. However, to make the function more compact and consistent with general object detection works \cite{iouloss}\cite{giouloss}, we have redefined the lane IoU. As illustrated in Fig. \ref{glaneiou}, the newly-defined lane IoU, which we refer to as GLaneIoU, is redefined as follows:
 
 \begin{figure}[t]
         \centering

reference.bib

@@ -424,4 +424,20 @@
   pages={9254--9262},
   year={2023},
   publisher={IEEE}
+}
+
+@inproceedings{iouloss,
+  title={Unitbox: An advanced object detection network},
+  author={Yu, Jiahui and Jiang, Yuning and Wang, Zhangyang and Cao, Zhimin and Huang, Thomas},
+  booktitle={Proceedings of the 24th ACM international conference on Multimedia},
+  pages={516--520},
+  year={2016}
+}
+
+@inproceedings{giouloss,
+  title={Generalized intersection over union: A metric and a loss for bounding box regression},
+  author={Rezatofighi, Hamid and Tsoi, Nathan and Gwak, JunYoung and Sadeghian, Amir and Reid, Ian and Savarese, Silvio},
+  booktitle={Proceedings of the IEEE/CVF conference on computer vision and pattern recognition},
+  pages={658--666},
+  year={2019}
 }