IJCB 2021 paper: LivDet 2021 Fingerprint Liveness Detection Competition – Into the unknown Pre-print on https://arxiv.org/abs/2108.10183
Challenge 1 First place:  DIETI Università degli Studi di Napoli Federico II – Speaker:  Dr. Stefano Marrone Title: Leveraging Adversarial Perturbations in Fingerprint Liveness Detection 
  Challenge 2 First place: MEGVII (BEIJING)TECHNOLOGY CO, LTD – Speaker: Dr. Mochen Yu Title: How to generalize fingerprint spoof detection: dealing with bias-variance tradeoff
Challenge 2 Second place: Universidade Estadual Paulista – Speaker: Dr. Rodrigo Colnago Contreras Title: A new multi-filter framework with a multi-scale local mapped pattern for fingerprint spoofing detection
    Honarable mention: Dermalog – Speakers: Sven Hans, Karsten Seelert Title: Dermalog Fingerprint Presentation Attack Detection