LSTM Approach to Cancel Noise from Mouse Input for Patients with Motor Disabilities

Autor:	Ashwin Vaidya, Mangesh Bedekar, Aniket Sanap, Aditya Bhide, Soham Harnale
Rok vydání:	2019
Předmět:	030506 rehabilitation Computer science business.industry Speech recognition Noise reduction Task (project management) 03 medical and health sciences Noise 0302 clinical medicine Recurrent neural network Software 0305 other medical science business 030217 neurology & neurosurgery
Zdroj:	Advances in Intelligent Systems and Computing ISBN: 9783030166809
DOI:	10.1007/978-3-030-16681-6_42
Popis:	In this paper, we attempt to suppress noise from mouse input due to involuntary tremors from patients with motor disabilities. In order to achieve this task, we used techniques like breakpoint detection and mean filtering to preprocess our data which was then fed into a deep recurrent neural network. Additionally, we tested various architectures and explored existing hardware and software based assistive technologies.
Databáze:	OpenAIRE
Externí odkaz:	https://explore.openaire.eu/search/publication?articleId=doi_________::b35ef5a282a6d265b66fbd50bb5f5a04 https://doi.org/10.1007/978-3-030-16681-6_42 Zobrazit plný text záznamu