Yes, Photos deleted from the memory card can be recovered. When you press delete command, the images do not shows up in the camera, but the images are still present in the FAT of the memory card which can only be recovered by some data recovery software. So stop using the camera further to avoid overwriting.
The software are available in paid as well as free versions. You can try downloading them from internet.