Efficient machine learning approach for volunteer eye-blink detection in real-time using webcam

作者：

Highlights：

• An intelligent system for people with mobility impairments.

• Construction of a new eye-blink detection dataset discriminating volunteer blinks.

• Implementation of Machine Learning techniques throughout the proposed pipeline.

• Development of a high-performance and real-time system using a generic equipment.

摘要

•An intelligent system for people with mobility impairments.•Construction of a new eye-blink detection dataset discriminating volunteer blinks.•Implementation of Machine Learning techniques throughout the proposed pipeline.•Development of a high-performance and real-time system using a generic equipment.

论文关键词：Alternative communication,Locked-in syndrome,Computer Vision,Machine learning,Deep Learning,Eye-blink detection

论文评审过程：Received 12 March 2021, Revised 22 July 2021, Accepted 10 October 2021, Available online 16 October 2021, Version of Record 21 October 2021.

论文官网地址：https://doi.org/10.1016/j.eswa.2021.116073