Liveness Detection Competition - Noncontact-based Fingerprint Algorithms and Systems (LivDet-2023 Noncontact Fingerprint). - Sandip Purnapatra; Humaira Rezaie; Bhavin Jawade; Yu Liu 069; Yue Pan; Luke Brosell; Mst Rumana Sumi; Lambert Igene; Alden Dimarco; Srirangaraj Setlur; Soumyabrata Dey; Stephanie Schuckers; et al. (IJCB, 2023)