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消融实验_草稿

news 来源：原创 2025/6/8 19:47:08

五列数据

\begin{table}[htbp]
	\caption{Performance Comparison of Standalone KD Variants vs MIRKD-enhanced Variants on ACNE04 Dataset\label{AblationKD}}
	\centering
	\renewcommand{\arraystretch}{1.2}
	\scriptsize
	\begin{tabularx}{\linewidth}{@{}l *{3}{>{\centering\arraybackslash}X}@{}}
		\toprule[1.2pt]
		Method & ACC (\%) & PRE (\%) & YI (\%) \\
		\midrule[0.8pt]
		DKD \cite{DKD} & 84.36 & 84.49 & 76.86 \\
		\textbf{MIRKD+DKD} & \textbf{86.19} & \textbf{86.25} & \textbf{79.20} \\
		\rowcolor{blue!10} $\Delta$ & \textcolor{red}{+1.83} & \textcolor{red}{+1.76} & \textcolor{red}{+2.34} \\
		\addlinespace[0.2em]
		
		RKD \cite{RKD} & 82.65 & 81.65 & 73.45 \\  
		\textbf{MIRKD+RKD} & \textbf{85.12} & \textbf{84.83} & \textbf{77.15} \\
		\rowcolor{blue!10} $\Delta$ & \textcolor{red}{+2.47} & \textcolor{red}{+3.18} & \textcolor{red}{+3.70} \\
		\addlinespace[0.2em]
		
		NKD \cite{NKD} & 84.82 & 83.89 & 76.54 \\
		\textbf{MIRKD+NKD} & \textbf{85.91} & \textbf{85.67} & \textbf{78.43} \\ 
		\rowcolor{blue!10} $\Delta$ & \textcolor{red}{+1.09} & \textcolor{red}{+1.78} & \textcolor{red}{+1.89} \\
		\addlinespace[0.2em]
		
		PKT \cite{PKT} & 83.11 & 81.67 & 75.49 \\
		\textbf{MIRKD+PKT} & \textbf{84.95} & \textbf{83.92} & \textbf{76.88} \\
		\rowcolor{blue!10} $\Delta$ & \textcolor{blue}{+1.84} & \textcolor{blue}{+2.25} & \textcolor{blue}{+1.39} \\
		\addlinespace[0.2em]
		
		SP \cite{SP} & 84.13 & 83.52 & 77.74 \\
		\textbf{MIRKD+SP} & \textbf{85.37} & \textbf{84.21} & \textbf{78.12} \\
		\rowcolor{blue!10} $\Delta$ & \textcolor{blue}{+1.24} & \textcolor{blue}{+0.69} & \textcolor{blue}{+0.38} \\
		\bottomrule[1.2pt]
	\end{tabularx}
	
	\vspace{0.5em}
	\footnotesize
	\textsuperscript{*}Bold indicates MIRKD-enhanced variants. \\
	\textcolor{red}{Red $\Delta$}: Significant improvement ($\Delta \geq 1.5\%$), 
	\textcolor{blue}{Blue $\Delta$}: Moderate improvement ($\Delta < 1.5\%$)
\end{table}