Context > NIST Special Database 18 is being distributed for use in development and testing of automated mugshot identification systems. Content > This NIST Special Database has the following features: - 3248 segmented 8-bit gray scale mugshot images (varying sizes) of 1573 individuals - 1333 cases with both front and profile views - 131 cases with two or more front views and 89 cases with two or more profiles - Images scanned at 19.7 pixels per mm > The database consists of a total of 3248 images of variable size using PNG formatting with metadata TXT files corresponding to each per image. > There are images of 1573 individuals (cases) 1495 male and 78 female. > The database contains both front and side (profile) views when available. Separating front views and profiles, there are 131 cases with two or more front views and 1418 with only one front view. > Profiles have 89 cases with two or more profiles and 1268 with only one profile. Cases with both fronts and profiles have 89 cases with two or more of both fronts and profiles, 27 with two or more fronts and one profile, and 1217 with only one front and one profile. Last updated: July 23, 2018 [[original]](https://www.nist.gov/srd/nist-special-database-18) Copyright, Fair Use, and Licensing Here is the [complete statement](https://www.nist.gov/director/copyright-fair-use-and-licensing-statements-srd-data-and-software). Acknowledgements [DOI: http://dx.doi.org/10.18434/T4159S](http://dx.doi.org/10.18434/T4159S) Inspiration I just wanted to use it on Kaggle, and spread awareness of this neat dataset.