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University of the Bundeswehr Munich, University of Amsterdam
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Three compact scratch-trained computer-vision models are benchmarked on the Notre Dame subset of LivDet-Iris 2017 under PAI-driven domain shift and environmental degradation to demonstrate deployment readiness under unknown PAIs.