
Are these white buckles shoes? And if yes, why have I never heard of those before? Can any reader offer any information?

Here is the photo. The cardinal is Enrique Almaraz y Santos, archbishop of Seville from 1907 to 1920 and archbishop of Toledo from 1920 to 1922. As Latinmass pointed out, here you can see bishop Torres in proper bishop's robes.

