Countering Acoustic Adversarial Attacks in Microphone-equipped Smart Home Devices

S Bhattacharya, Dionysios Manousakas, AGCP Ramos, SI Venieris, ND Lane & Cecilia Mascolo
Deep neural networks (DNNs) continue to demonstrate superior generalization performance in an increasing range of applications, including speech recognition and image understanding. Recent innovations in compression algorithms, design of efficient architectures and hardware accelerators have prompted a rapid growth in deploying DNNs on mobile and IoT devices to redefine user experiences. Relying on the superior inference quality of DNNs, various voice-enabled devices have started to pervade our everyday lives and are increasingly used for, e.g.,...
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