Abstract: Highlights•In this paper, we proposed a robust, secure, non-revocable, and unique template technique using fingerprint features.•Rotation and translation invariant features are utilized for template generation.•Excellent performance is obtained on various databases.•Encouraging results have been obtained under different scenarios and attacks.