Benjamin Korman, 40, was taken into custody late Saturday night just outside Brotman Medical Center.
The chase began in Palms, where Korman refused to pull over.
Korman then wound his way through West Los Angeles, the Wilshire District and West Hollywood before winding up at the hospital in Culver City.
Police arrested him before he could run inside.
City News Service contributed to this report.