Depends on where the files were stored and which app deleted them.
Some file browsers and some picture apps implement their own recycle bin, but most apps do not. The OS has no recycle bin.
If the files were stored on an SD card, you can use an "undelete" program on your computer with the SD card in a card reader. Undelete from the internal storage is 99% not possible.