Terminal command to delete all images in folder and subfolders?

I need a terminal command to delete all images (*.jpg, *.png, *.gif, *.JPG, *.PNG, *.GIF) stored in myfolder and its subfolders, preserving the folders structure. I do not need to move them to trash folder.

I guess that some regular expressions are needed, but this overcomes my skills.