I have a video in my media library in MP4 format. I used a fallback image as well without autoplay. The slide shows, but the video will not play on an iPhone or iPad.
The video is disabled on mobile devices by default due to script incompatibilities. That’s why the fallback image is added. You can try the layer slider.