This paper covers a wide range of issues related to the cyber security of unmanned aerial vehicles (UAVs). It highlights the most common attacks which target UAVs. Moreover, it examines and compares the methods for detecting these types of attacks. As a result of the comparison, the advantages and disadvantages of such methods are discussed.