# Two images next to eachother with caption that spreads over the entire page

I want to put two images next to eachother in a two-column layout. I do this by:

\begin{figure*}[htp]
\centering
\subfigure[SGD classifier with modified huber loss when using the crowdsource-label-set. A=anger', F=fear', J=joy', L=love', S=sadness', S2=surprise', T=thankfulness']{\includegraphics[scale=0.27]{sgd_crowdsource_dataset.eps} \label{confusion_matrix_crowdsource}}\quad
\subfigure[SGD classifier with modified huber loss when using the hashtag-label-set. A=anger', F=fear', J=joy', L=love', S=sadness', S2=surprise', T=thankfulness']{\includegraphics[scale=0.27]{sgd_hashtag_dataset.eps} \label{confusion_matrix_hashtag}}
\caption{Confusion matrices}
\end{figure*}


This looks like this:

These images tend to stick in the middle and the captions only spread under the images themselves. This results in the two images taking up a lot of space. Is there a way to align these image left and spread the caption better ?

Edit:

With the subcaption package:

\begin{figure*}
\centering
\subcaptionbox{SGD classifier with modified huber loss when using the crowdsource-label-set. A=anger', F=fear', J=joy', L=love', S=sadness', S2=surprise', T=thankfulness' \label{confusion_matrix_crowdsource}}
[.49\linewidth]{\includegraphics[width=0.30\textwidth, keepaspectratio]{sgd_crowdsource_dataset2.pdf}}
\subcaptionbox{SGD classifier with modified huber loss when using the hashtag-label-set. A=anger', F=fear', J=joy', L=love', S=sadness', S2=surprise', T=thankfulness' \label{confusion_matrix_hashtag}}
[.49\linewidth]{\includegraphics[width=0.30\textwidth, keepaspectratio]{sgd_hashtag_dataset2.pdf}}
\caption{Confusion matrices}\label{animals}
\end{figure*}


Gives this result:

• Don't use scale, but something like width=0.49\textwidth, keepaspectratio. – Claudio Fiandrino Jun 6 '14 at 8:25
• Why not using the subcaption Package? – Mario S. E. Jun 6 '14 at 9:00
• Following up on @MarioS.E.'s comment: The subfigure package which you appear to be using is considered deprecated (see e.g. ctan.org/pkg/subfigure), and the use of either subfig or subcaption is recommended instead. – Torbjørn T. Jun 6 '14 at 9:17
• @MarioS.E. I tried your suggestion (see the edit). It looks better though the caption of both figures are very close together now. If I change the size the captions will stay close together, though the figures will both come closer to the middle. Any idea how to keep the captions away from eachother ? – Olivier_s_j Jun 6 '14 at 9:23
• Adding a \hspace worked. Ok that seems to fix it. @MarioS.E. If you want you can set this as an answer and I'll accept it. – Olivier_s_j Jun 6 '14 at 9:28

As suggested by @Mario S. E., the subcaption package is the solution:

\begin{figure*}
\centering
\subcaptionbox{SGD classifier with modified huber loss when using the crowdsource-label-set. A=anger', F=fear', J=joy', L=love', S=sadness', S2=surprise', T=thankfulness' \label{confusion_matrix_crowdsource}}
[.45\linewidth]{\includegraphics[width=0.30\textwidth, keepaspectratio]{sgd_crowdsource_dataset2.pdf}}
\hspace{20pt}
\subcaptionbox{SGD classifier with modified huber loss when using the hashtag-label-set. A=anger', F=fear', J=joy', L=love', S=sadness', S2=surprise', T=thankfulness' \label{confusion_matrix_hashtag}}
[.45\linewidth]{\includegraphics[width=0.30\textwidth, keepaspectratio]{sgd_hashtag_dataset2.pdf}}
\caption{Confusion matrices}\label{animals}
\end{figure*}


In order to make sure the captions of the figures do not touch, a hspace can be added