Two-dimensional (2D) binary compound materials composed of group-V elements are hot spots owing to the unique easy-to-design symmetry-broken structures and excellent physical and chemical properties. In this paper, the stability and corresponding piezoelectric properties of group-V binary compounds (, P, As, Sb, Bi, and ) with different structure phases are systematically investigated by performing first-principles calculations. The calculations show that the group-V binary compounds always exhibit six types of a structure phase with a relative low energy, i.e., , , , , , and phases. More interestingly, compared to the obvious piezoelectric effect reported in the phase of group-V binary compounds, a giant piezoelectric coefficient is revealed in -SbP and -BiP, where is evaluated as high as 263.77 and 298.48 pm/V, respectively. Such a superb piezoelectric performance in -SbP and -BiP even exceeds the previously reported 2D piezoelectric material SnSe ( pm/V), which is mainly originated from a unique flexible structure and special symmetry. The mechanical, dynamical, and thermal stabilities of -BiP and -SbP are verified by the Born-Huang criterion, phonon spectrum, and ab initio molecular dynamics simulations. The findings presented in this paper shed light on the structure and piezoelectric properties of group-V binary compounds, and provide valuable guidance for their potential applications in flexible sensors and the energy harvesting community.