San Francisco's city government last year spent thousands of dollars to plant greenery and install benches in front of a martial-arts school in the Excelsior District, one of the city's lower-income neighborhoods.

Zhong Luo, the 37-year-old founder of the Dragon House martial-arts school, said he appreciates the face-lift—but it hasn't helped his business.

Mr....