The CASIA dataset is annotated with 10,575 unique people with 494,414 images in total. The dataset can be obtained from http://www.cbsr.ia.ac.cn/english/CASIA-WebFace-Database.html. This is the second largest public dataset available for face verification and recognition problems.
CASIA web face database
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