We consider statistical estimation of low-dimensional signals from 1-bit sign measurements with performance guarantees. We will discuss two special cases: 1) the signs are taken as comparisons of two quadratic measurements; and 2) the signals are line spectrum that are sparse over an infinite dimensional space.