@agramfort I'm on it, adding attribute comments too... 
But why do you compute features in fit / fit_transform? it should be done by the user... or not (eg time-frequency analysis could be done too)
Moreover, we should add an inverse_transform (from picked components to filtered MEEG signals) like in ICA/PCA preprocessing. The CSP patterns should handle that computation... @mainakjas can you confirm?