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\begin{figure}[t]
\begin{center}
\includegraphics[width=1in,height=1in]{images/flute.png}
\hspace{0.1cm}
\includegraphics[width=1in,height=1in]{pictures/adv12.png}
\hspace{0.1cm}
\includegraphics[width=1in,height=1in]{images/carpenter_kit.png}
\hspace{0.1cm}
\includegraphics[width=1in,height=1in]{images/iron.png}
\end{center}
\begin{center}
\includegraphics[width=1in,height=1in]{images/microphone.png}
\hspace{0.1cm}
\includegraphics[width=1in,height=1in]{images/mouth-harp.png}
\hspace{0.1cm}
\includegraphics[width=1in,height=1in]{images/jigsawpuzzle.png}
\hspace{0.1cm}
\includegraphics[width=1in,height=1in]{images/poloroid-camera.png}
\end{center}
\begin{center}
\caption{Examples of images after adding adversarial perturbation. Label of clean image (left to right, top to bottom): violin, steel arch bridge, lotion, paper towel, stove, abacus, barber chair, sewing machine. Label of adversarial images (left to right, top to bottom): flute, racket, carpenter's kit, iron, microphone, mouth-harp, jigsaw puzzle, polaroid camera.}
\end{center}
\end{figure}
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