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 | |
| & 56.28 & 61.89& 1.92 | |
| &54.91 &56.60 &1.83 | |
| &61.03 &65.96 &2.82 | |
| & 1 \\ | |
| PIA & 54.10 & 55.52 & 1.76 & 51.96 & 52.73 & 1.28 & 58.34 & 59.95 & 2.64 & 2 \\ | |
| M. C. & 57.98 & 61.97 & 2.64 & 54.92 & 56.78 & 2.16 & 61.10 & \blue{66.48} & 3.84 | |
| & 3 \\ | |
| SecMI & \blue{60.94} & \blue{65.40} & \blue{3.92} | |
| & \blue{55.60} & \blue{63.85} & \blue{2.76} | |
| & \blue{61.28} & 65.56 & 0.84 | |
| & 12 \\ | |
| PFAMI | |
| &57.36 &60.39 &2.72 | |
| &54.68 &56.13 &1.80 | |
| &58.94 &63.53 &\blue{5.76} | |
| & 20 \\ | |
| \midrule | |
| $CLiD_{th}$ | |
| & \underline{88.88} & \underline{96.13} & \textbf{67.52} | |
| & \underline{87.12} & \underline{94.74} & \underline{53.56} & \textbf{86.79} | |
| & \textbf{93.28} & \textbf{61.39} | |
| & 15 \\ | |
| $CLiD_{vec}$ | |
| & \textbf{89.52} & \textbf{96.30} & \underline{66.36} | |
| & \textbf{88.86} & \textbf{95.33} & \textbf{53.92} | |
| & \underline{85.47} & \underline{92.61} & \underline{59.95} | |
| & 15 \\ | |
| \bottomrule | |
| \end{tabular}% | |
| \end{adjustbox} | |
| \caption{Table 2: Results under \textit{Real-world training} setting. We also highlight key results according to Tab.~table:results:over.} | |
| \end{table} | |
| \end{document} |