Yes. Go to Appearance > Customize > Header > Header Image > Current header.
Use the Add new image button to upload several header images from your computer. Click the Randomize uploaded headers button and it will display, each time, a random image.
The minimum recommended size for the header image is 1920 x 1080 pixels.