Eye Typing-Vision Based Human Activity Control

Prathik B. Jain, Sandeep Bhat, Gourav Pujari, Vismitha Hiremath, Deepti. C
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Abstract

In real world applications, the computer is just an extension of human body to complete tasks in a fast and efficient manner. The primary task performed by a computer user is to type. It is not possible for people with severe motor disabilities like paralysis to communicate effectively using their hands. The aim of the work described in this paper is to provide an on-screen keyboard where a user can type and communicate just by coordinating the blinking of his or her eye. This is achieved through face detection followed by focus on the eye region of the facial image. This facilitates capture and mapping of the eye gaze coordinates to the corresponding key on a keyboard. To achieve this, DLib toolkit has been used. DLib is a trained model majorly used for face detection and facial landmark detection using Support vector machine algorithm. Transfer learning approach is used here to achieve efficiency. The outcome of the work described is the integration of the eye-typing platform with a variety of other features, which has led to an improvement in software usability and productivity.
基于眼打字视觉的人类活动控制
在现实世界的应用中,计算机只是人体的延伸,以快速有效的方式完成任务。计算机用户的主要任务是打字。有严重运动障碍(如瘫痪)的人不可能用手有效地交流。本文所描述的工作的目的是提供一个屏幕键盘,用户可以通过协调他或她的眼睛的闪烁来打字和交流。这是通过人脸检测,然后聚焦在面部图像的眼睛区域来实现的。这有助于捕获眼睛注视坐标并将其映射到键盘上相应的键。为此,使用了DLib工具包。DLib是一种训练好的模型,主要用于人脸检测和人脸地标检测,采用支持向量机算法。本文采用迁移学习的方法来提高效率。所描述的工作的结果是将眼睛打字平台与各种其他功能集成在一起,从而提高了软件的可用性和生产力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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