Abstract—Clusteringfaceimagesaccordingtotheirlatent identityhastwoimportantapplications:(i)groupingacollection offaceimageswhennoexternallabelsareassociatedwithimages, and(ii)indexingforefficientlargescalefaceretrieval.The clusteringproblemiscomposedoftwokeypa