You set a beautiful picture as the wallpaper, but that picture is no longer used as the wallpaper once you restart your Mac. It's changed and has been replaced by the default macOS wallpaper. If you're facing this annoying problem, here are easy solutions to fix this.
This tutorial applies to all modern versions of macOS, including macOS Big Sur and macOS Monterey.