ProtoSound: A Personalized and Scalable Sound Recognition System for Deaf and Hard-of-Hearing Users. (arXiv:2202.11134v1 [cs.HC])

Recent advances have enabled automatic sound recognition systems for deaf and
hard of hearing (DHH) users on mobile devices. However, these tools use
pre-trained, generic sound recognition models, which do not meet the diverse
needs of DHH users. We introduce ProtoSound, an interactive system for
customizing sound recognition models by recording a few examples, thereby
enabling personalized and fine-grained categories. ProtoSound is motivated by
prior work examining sound awareness needs of DHH people and by a survey we
conducted with …

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