What is the difference between atelectasis and collapsed lung?

Not much. Collapsed lung is called atelectasis which could be secondary to pneumothorax, mucous plug or tum etc or infections, .
Lung collapse. It is one in the same, just a difference in degree. Atelectasis is use to describe more limited areas of collapse but can involve segment, lobes, or even the entire lung.