We study two different methods to test Gaussianity in CMB maps. One of them
is based on the partition function and the other on the morphology of hot
and cold spots. The partition function contains information on all the mome
nts and scales, being a useful quantity to compress the large data sets exp
ected from future space missions like Planck. In particular, it contains mu
ch richer information than the one available through the radiation power sp
ectrum. The second method utilizes morphological properties of hot and cold
spots such as the eccentricity and number of spots in CMB maps. We study t
he performance of both methods in detecting non-Gaussian features in small
scale CMB simulated maps as those which will be provided by the Planck miss
ion.