\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} \usepackage{xcolor} \newcommand{\blue}[1]{\textcolor{blue}{#1}} \begingroup \makeatletter \renewcommand{\fnum@table}{}% \long\def\@makecaption#1#2{% \vskip\abovecaptionskip \centering #2\par \vskip\belowcaptionskip } \makeatother \begin{document} \begin{table} \centering \begin{adjustbox}{max width=\textwidth} \begin{tabular}{l ccc ccc ccc c} \toprule \multirow{2}[2]{*}{Method} & \multicolumn{3}{c}{MS-COCO} & \multicolumn{3}{c}{Flickr} & \multicolumn{3}{c}{Pokemon} & \multirow{2}[2]{*}{Query} \\ \cmidrule(lr){2-4} \cmidrule(lr){5-7} \cmidrule(lr){8-10} & ASR & AUC & TPR@1\%FPR & ASR & AUC & TPR@1\%FPR & ASR & AUC & TPR@1\%FPR & \\ \midrule Loss & 81.92 & 89.98 & 32.28 &81.90 &90.34 &40.80 &83.76 &91.79 &25.77 & 1 \\ PIA & 68.56 & 75.12 & 5.08 & 68.56 & 75.12 & 5.08 & 83.37 & 90.95 & 13.31 & 2 \\ M. C. & 82.04 & 89.77 & 36.04 & 83.32 & 91.37 & 41.20 & 79.35 & 86.78 & 23.74 & 3 \\ SecMI & 83.00 & 90.81 & 50.64 & 62.96$^\dagger$ & 89.29 & 48.52 & 80.49 & 90.64 & 9.36 & 12 \\ PFAMI &\blue{94.48} &\blue{98.60} &\blue{78.00} &\blue{90.64} &\blue{96.78} &\blue{50.96} &\blue{89.86} &\blue{95.70} &\blue{65.35} & 20 \\ \midrule $CLiD_{th}$ & \underline{99.08} & \textbf{99.94} & \textbf{99.12} & \underline{91.42} & \underline{97.39} & \textbf{74.00} & \textbf{97.96} & \underline{99.28} & \textbf{97.84} & 15 \\ $CLiD_{vec}$ & \textbf{99.74} & \underline{99.31} & \underline{95.20} &\textbf{91.78} & \textbf{97.52} & \underline{73.88} & \underline{97.36} & \textbf{99.46} & \underline{96.88} & 15 \\ \bottomrule \end{tabular}% \end{adjustbox} \caption{Table 1: Results under \textit{Over-training} setting. We mark the best and second-best results for each metric in \textbf{bold} and \underline{underline}, respectively. Additionally, the best results from baselines are marked in \blue{blue} for comparison.} \end{table} \end{document}