Continuous fake media detection: Adapting deepfake detectors to new generative techniques

Francesco Tassone, Luca Maiano, Irene Amerini

Abstract: Highlights•Generative content detection techniques must generalize to ever-new contents.•Continual learning can offer a solution to continuously update detectors over time.•Knowledge distillation updates a model by leveraging the model trained on previous data.•Knowledge distillation offers the advantage of not needing old data for training.