\begin{figure}[H]
  \includegraphics[width=% …
  \caption{Our mascot Fooboar}
  \label{img:fooboar}
\end{figure}

As you can see in Figure \ref{img:fooboar}, Fooboar has already undertaken a deep-dive into the \LaTeX{} ecosystem.