A similar face retrieval method and device and a storage medium are provided. The method includes: acquiring a face image to be retrieved; performing feature extraction on the face image to be retrieved based on a feature extraction model, and taking an output result of an antepenultimate layer of the feature extraction model as a first similar face feature of the face image to be retrieved; for each face image in a face database, acquiring the distance in feature space between the first similar face feature and a second similar face feature of each face image; and according to the obtained distance information, retrieving a target face image with the highest similarity to the face image to be retrieved in the face database.