Yes. This can be done, but only using a PC and a recovery program. There isn't an application that you can install on your phone and recover the pictures. To perform the recovery action, fist connect your device via a USB cable to the computer. Next, download and install a recovery application like Recuva. Use the mentioned application (or access the database from Software Informer in order to obtain another tool for this job) on the internal memory of your Android phone. This is the only way to recover pictures from your device.