Must-see: Tour Mike Tyson's abandoned mansion in Ohio

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"As I wandered the halls and rooms of this large vacant space, I could only imagine the wild parties that must have taken place within these walls," Joo said on his website, Architectural Afterlife. The current owners plan to renovate the building and use it as a church, he wrote.

Joo is no stranger to Internet fame. In February, his photo series of snow filling a deserted Ohio mall made headlines.