\documentclass[varwidth=598pt]{standalone} \usepackage{booktabs} % professional-quality tables \usepackage{multirow} % multi-row cells in tables \usepackage{colortbl} % color for tables (\cellcolor, \rowcolor) \usepackage[table]{xcolor} % enhanced colors for tables \usepackage{array} % more flexible column formats (often used) \usepackage{tabularx} % for tables with auto-stretch columns (if used) \usepackage{graphicx} % for images in tables or figure/table floats \usepackage{amssymb} % math symbols \usepackage{amsmath} % math environments \usepackage{soul} % highlighting (used for colored text/cells) \usepackage[normalem]{ulem} % underlining, strikethroughs \usepackage[T1]{fontenc} % font encoding \usepackage[utf8]{inputenc}% input encoding (legacy, fine for pdflatex) \usepackage{microtype} % better text appearance \usepackage{hyperref} % hyperlinks \usepackage{textcomp} % for extra symbols \usepackage{enumitem} % for compact lists (if used in table notes) \usepackage{adjustbox} \usepackage{tabu} \usepackage{pifont} % http://ctan.org/pkg/pifont \usepackage{bbding} % \XSolidBrush \usepackage{makecell} \begingroup \makeatletter \renewcommand{\fnum@table}{}% \long\def\@makecaption#1#2{% \vskip\abovecaptionskip \centering #2\par \vskip\belowcaptionskip } \makeatother \newcommand{\cmark}{\ding{51}}\newcommand{\xmark}{\ding{55}} \begin{document} \begin{table} \centering \begin{adjustbox}{max width=\textwidth} \begin{tabular}{ccccccc} \toprule \multicolumn{3}{c}{Config} & \multicolumn{4}{c}{Attack} \\ \cmidrule(r){1-3}\cmidrule(l){4-7} Feature Extractor & Adversarial Train & Attack Generator & Clean & In & Out & In and Out \\ \midrule Standard Trained & \color{green}\cmark & \color{red}\xmark & 0.706 & 0.263 & 0.147 & 0.029 \\ HAT & \color{red}\xmark & \color{red}\xmark & \textbf{0.947} & 0.741 & 0.720 & 0.511 \\ Not Used & \color{green}\cmark & \color{red}\xmark & 0.916 & 0.776 & 0.758 & 0.546 \\ Not Used & \color{green}\cmark & \color{red}\xmark & 0.923 & 0.789 & 0.771 & 0.560 \\ HAT & \color{green}\cmark & \color{red}\xmark & 0.943 & \textbf{0.837} & \textbf{0.862} & \textbf{0.693} \\ \bottomrule \end{tabular}% \end{adjustbox} \caption{Table 3: Ablation study on our method. Other choices for the feature extractor, training method, and generated data attacking are tested on CIFAR-10, but none of them is as effective as the setting used in the ATD.} \end{table} \end{document}