The Euclidean distance can be calculated between two vectors. Do you want to treat the 1080 features as elements of a vector? This would work, but treating all elements equally might be a bad idea: Is the mean and the entropy really equivalent for the wanted distance?
x1 = rand(1, 1080);
x2 = rand(1, 1080);
dist = sqrt(sum((x1-x2).^2));