"Whenever you use figures, always (and I mean ALWAYS EVER FOREVER ALWAYS) put \caption first, and \label second..."
\begin{equation}
w_{ij} = \frac{e^{\frac{-d^2_i}{2\sigma^2}}}{\sqrt{\pi\sigma}}
\end{equation}