Correct. Here's the explanation based on the Arrhenius equation.
The Arrhenius equation states that the rate constant, k, of a chemical reaction depends exponentially on the activation energy, Ea:
k = Ae-Ea/RT
where A, the pre-factor, depends on the specifics of the reaction that occurs. Now, take the natural log of both sides of the equation:
ln k = ln (Ae-Ea/RT) = ln A - Ea/RT
Now let ln k = y and 1/T = x. Now the equation becomes:
y = ln A - (Ea/R)x
Thus, when you plot ln k versus 1/T, you get a line with slope -Ea/R and a y-intercept of ln A. So, from your graph, not only can you figure out Ea, but you can also get an idea of the pre-factor as well.