This should be a good start:
\documentclass{article}
\usepackage{graphicx}
\usepackage{xcolor}
\usepackage{multirow}
\usepackage{amsfonts}
\begin{document}
\def\yes{$\color{green!50!black} \checkmark$}
\def\no{\color{red} X}
\begin{tabular}{|c|c|l|c|c|c||c|}
\hline
\multirow{3}{*}{\rotatebox{90}{\bf Image}} &
\multirow{3}{*}{\rotatebox{90}{\bf Differ}} &
Cavalero et al. 2005 & F/D & \yes & \yes & - \\
& & Cheng et al & \yes & \no & - & \no \\
& & Li et al & \no & \no & - & \yes \\
\hline
\hline
\multirow{5}{*}{\rotatebox{90}{\bf Statistical}} &
\multirow{3}{*}{\rotatebox{90}{\bf Differ}} &
Cavalero et al. 2005 & F/D & \yes & \yes & - \\
& & Cheng et al & \yes & \no & - & \no \\
& & Li et al & \no & \no & - & \yes \\
\cline{2-2}
& PF & Cheng et al & \yes & \no & - & \no \\
\cline{2-2}
& EM & Li et al & \no & \no & - & \yes \\
\hline
\multicolumn{2}{l}{} & & & & & \\
\cline{1-3}
\multicolumn{3}{|l}{Features(F) / Dense (D)} & & & & \\
\cline{1-4}
\multicolumn{4}{|l}{Occlusion} & & & \\
\cline{1-5}
\multicolumn{5}{|l}{Multiple Objects} & & \\
\cline{1-6}
\multicolumn{6}{|l}{Spatial continuity} & \\
\hline
\end{tabular}
\end{document}
This is the result:
