Absolutely. Once you hit the wall trying to solve a problem, you better distance yourself from that problem. Otherwise you'll likely be hitting the same wall over and over again.

For me personally, quiet walk probably won't cut it, because I'd still be focusing on that same solution that failed. But switching my mind completely often helps me to stumble upon a fresh way to solve my problem that will likely work.