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MFSEC17.tex
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MFSEC17.tex
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\documentclass[sigconf]{acmart}
\usepackage{booktabs} % For formal tables
% Copyright
%\setcopyright{none}
%\setcopyright{acmcopyright}
%\setcopyright{acmlicensed}
%\setcopyright{rightsretained}
%\setcopyright{usgov}
%\setcopyright{usgovmixed}
%\setcopyright{cagov}
%\setcopyright{cagovmixed}
%Conference
%\copyrightyear{2017}
%\acmYear{2017}
%\setcopyright{acmcopyright}
%\setcopyright{rightsretained}
%\acmConference{MFSec '17}{}{June 6, 2017, Bucharest, Romania}
%\acmPrice{15.00.}
%\acmISBN{ISBN 978-1-4503-5034-1/17/06}
%% DOI Update XXXX from authors review
%\acmDOI{http://dx.doi.org/10.1145/XXXXXXX.XXXXXXX}
\copyrightyear{2017}
\acmYear{2017}
\setcopyright{acmcopyright}
\acmConference{MFSec'17}{June 06, 2017}{Bucharest, Romania}
\acmPrice{15.00}
\acmDOI{http://dx.doi.org/10.1145/3078897.3080536}
\acmISBN{978-1-4503-5034-1/17/06}
\graphicspath{{./images/}}
\usepackage{listings}
\usepackage{url}
\usepackage{tabularx}
\usepackage{booktabs}
\usepackage{stfloats}
\usepackage[export]{adjustbox}
\usepackage{balance}
%%%% Bullets inside table %%%%
\newcommand{\tabitem}{~~\llap{\textbullet}~~}
%%%% Reduce font between image and caption, headings
\usepackage[font=small,skip=0pt]{caption}
%%%%%%%%% JSON BEGIN %%%%%
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\begin{document}
\title[Automatic Large Scale Image Forensics]{An Approach for Automatic and Large Scale Image Forensics} % and Search for the Deep Web
\author{Thamme Gowda\textsuperscript{1,2}, Kyle Hundman\textsuperscript{2}, Chris A. Mattmann\textsuperscript{1,2}}
\email{thammegowda.n@usc.edu}
\affiliation{\begin{tabular}{*{2}{>{\centering}p{.45\textwidth}}}\textsuperscript{1}Computer Science Department & \textsuperscript{2}Jet Propulsion Laboratory \tabularnewline University of Southern California & California Institute of Technology \tabularnewline Los Angeles, CA 90089 USA & Pasadena, CA 91109 USA \end{tabular}}
% The default list of authors is too long for headers}
\renewcommand{\shortauthors}{T. Gowda, K. Hundman, C. Mattmann}
%\titlenote{Apache Tika is a open source project hosted on Apache Software Foundation and Tensorflow is another opensource framework for deeplearning}
%\subtitle{Memex program}
%\%subtitlenote{Credits to DARPA Memex}
% The default list of authors is too long for headers}
%\renewcommand{\shortauthors}{T. Gowda and C. Mattmann}
\begin{abstract}
This paper describes the applications of deep learning-based image recognition in the DARPA Memex program and its repository of 1.4 million weapons-related images collected from the Deep web. We develop a fast, efficient, and easily deployable framework for integrating Google's Tensorflow framework with Apache Tika for automatically performing image forensics on the Memex data. Our framework and its integration are evaluated qualitatively and quantitatively and our work suggests that automated, large-scale, and reliable image classification and forensics can be widely used and deployed in bulk analysis for answering domain-specific questions.
\end{abstract}
%
% The code below should be generated by the tool at
% http://dl.acm.org/ccs.cfm
% Please copy and paste the code instead of the example below.
%
\begin{CCSXML}
<ccs2012>
<concept>
<concept_id>10002951.10003317</concept_id>
<concept_desc>Information systems~Information retrieval</concept_desc>
<concept_significance>500</concept_significance>
</concept>
<concept>
<concept_id>10002951.10003317.10003371.10003386.10003387</concept_id>
<concept_desc>Information systems~Image search</concept_desc>
<concept_significance>500</concept_significance>
</concept>
<concept>
<concept_id>10010405.10010462</concept_id>
<concept_desc>Applied computing~Computer forensics</concept_desc>
<concept_significance>300</concept_significance>
</concept>
</ccs2012>
\end{CCSXML}
\ccsdesc[500]{Information systems~Information retrieval}
\ccsdesc[500]{Information systems~Image search}
\ccsdesc[300]{Applied computing~Computer forensics}
% We no longer use \terms command
%\terms{Theory}
\keywords{Image Recognition, Multimedia Forensics, Information Retrieval}
\maketitle
\input{sections/intro}
\input{sections/memex-data}
\input{sections/content-analysis}
\input{sections/integration}
\input{sections/evaluation}
\input{sections/conclusion}
\section*{ACKNOWLEDGMENT}
This effort was supported in part by JPL, managed by the California Institute of Technology on behalf of NASA, and additionally in part by the DARPA Memex/XDATA/D3M programs and NSF award numbers ICER-1639753, PLR-1348450 and PLR-144562 funded a portion of the work.
\bibliographystyle{ACM-Reference-Format}
\bibliography{MFSEC17.bib}
\balance
\end{document}