Compressed sensing is famous for its compression performances under error-free transmission. It would be helpful to apply polar codes for compressed sensing data to cope with the transmission over error-prone channels. Parts of data are more important than others, hence, we apply polar codes with unequal protection capabilities to compressed sensing coefficients, for the error resilient transmission over the binary symmetric channels. Simulations have presented the enhancements and the potential use for practical applications.