Every location you explore has potential collection items in it. All of them are shown in an information window, which pops up before you go to a hidden object scene. Sometimes exploring a location will not result in receiving any reward for it, as the item placement is random. So, you may need to search certain locations several times before you finally get something. Just keep playing and you will succeed!