I dislike using iPhoto because it would transfer all the pics from my camera whereas I just want to transfer a few pics. After some googling, there is indeed an easy way.

Use Image Capture in the Application folder. Click on ‘Download Some’. That’ll allow you to select pics that you want to transfer. Problem solved. :-)