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Problem Solved.

This is for others who come up with similar queries, I would like to post the solution for the above mentioned problem.

When one uses the label for the figure to cross reference it later, you can also use the \label inside the \caption environment.

For example,

\begin{figure ...

This doesn't help as the problem is somewhere in the style file. As there is no proper redirection to the aux file with respect to the label, that I've used. For example, see the following code.
\begin{figure}[ht!]
\centering
\includegraphics{Figure5.eps}
\caption{A graphical representation of a ...

I am using the style file »enghb2e« style to prepare a manuscript. However, the cross referencing for the figures are wrong. For example, Figure 1.1 when referenced using \ref gives Figure 1.1.1, which is not wanted.

How do I correct this? Please find attached the style file for immediate ...