Edit:
In the first attempt I miss one column, so I decide to delete this version of answer ... the second version is:

\documentclass{article}
\usepackage{booktabs, tabularx}
\newcolumntype{C}{>{\centering\let\newline\\\arraybackslash\hspace{0pt}}X}
\begin{document}
\begin{center}
\begin{tabularx}{\linewidth}{*{5}{C}}
\toprule
& \multicolumn{3}{c}{Performance measure} & \\
\cmidrule(lr){2-4}
Paper\newline title
& evaluation metric & Proposed method & traditional method & image\newline type \\
\midrule
& DC & 0.0019 & 0.0021 & \\
& JS & 0.9975 & 0.9916 & \\
& DSC & 0.9987 & 0.9958 & \\
\bottomrule
\end{tabularx}
\end{center}
\end{document}
Addendum:
From question is not clear if the paper title is for all tree rows or for each row separately. In both case it can be expected that paper title is longer than cell width, consequently it would be broken into more lines. In the first case the lines can take vertical space of three rows (using multirow cell), se MWE below:

\documentclass{article}
\usepackage{booktabs, multirow, tabularx}
\newcolumntype{C}{>{\centering\let\newline\\\arraybackslash\hspace{0pt}}X}
\begin{document}
\begin{center}
\setlength\tabcolsep{3pt}
\begin{tabularx}{\linewidth}{>{\setlength\hsize{1.8\hsize}}C
*{4}{>{\setlength\hsize{0.8\hsize}}C} C}
\toprule
& \multicolumn{3}{c}{Performance measure} & \\
\cmidrule(lr){2-4}
Paper\newline title
& evaluation metric & Proposed method & traditional method & image\newline type \\
\midrule
\multirow{3}{=}{Comparison of image evaluation methods}
& DC & 0.0019 & 0.0021 & \multirow{3}{=}{Lena} \\
& JS & 0.9975 & 0.9916 & \\
& DSC & 0.9987 & 0.9958 & \\
\bottomrule
\end{tabularx}
\end{center}
\end{document}
\cline{2-4}could help for the lines from column 2 to 4 – May 04 '17 at 20:10