In the testing phase, we don’t have the paired images of a probe face and its occlusion location is random. There- fore, the trained PDSNs cannot be directly used to output the feature discarding mask(FDM) of a probe face. In Stage II, we would like to extract a fixed mask from every trained mask generator Mθ and build a dictionary accordingly.