GeneralizedandDiscriminativeFew-ShotObject DetectionviaSVD-DictionaryEnhancement

Inspecific,wepropose a novel method, namely, SVD-Dictionary enhancement, to build two separated spaces based on the sorted singular values. Concretely, the eigenvectors corresponding to larger singular values are used to build the generalization space in which localization isperformed, asthese eigenvectors generally suppress certain variations (e.g., the variation of styles) and contain intrinsical characteristics of objects.