Datasets:
Tasks:
Text Classification
Formats:
json
Sub-tasks:
natural-language-inference
Languages:
English
Size:
1K - 10K
ArXiv:
License:
| \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} |