Gaze-contingent computer screen magnification control for people with low vision
Gaze-contingent computer screen magnification control for people with low vision
批准号:
10226365
负责人:
Roberto Manduchi
金额:
$35.87万
依托单位国家:
美国
项目类别:
财政年份:
2020
资助国家:
美国
项目状态:
已结题
起止时间:
2020-09-01 至 2024-08-31
关键词:
AffectAgeAlgorithmsAppearanceAppleBehavior ControlBenchmarkingBlindnessCategoriesCollaborationsCommunicationComplexComputer Vision SystemsComputer softwareComputersConsumptionCorrelation StudiesDataData SetDesktop VideoEngineeringEnsureEyeFaceFailureFundingGlassGoalsHandImageIndividualLearningLocationMagicManualsMeasuresMinnesotaModalityMusOperating SystemOptometryPerformancePeripheralProcessPsychological reinforcementPsychologyReaderReadingResearchResortRoleSchoolsScienceSpeechSpeedStructureStudy SubjectSystemTablet ComputerTechnologyTestingTextTimeTrainingTranslatingUpdateVisionVisualVisual impairmentWorkalgorithm developmentalgorithm trainingbasecomputer sciencecontrol trialcostdata acquisitiondesignexperienceexperimental studyfallsgazehuman subjectinterestmotor controlnewsrecurrent neural networksample fixationsoftware systemstoolweb pageweb site
中文摘要
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英文摘要
!
Project Summary
This application describes proposed research with the goal of facilitating use of a computer screen magnifier by people
with low vision. Screen magnification is a well-established, popular technology for access of onscreen content. Its
main shortcoming is that it requires the user to continuously control, with the mouse or trackpad, the location of the
focus of magnification, in order to ensure that the magnified content of interest is within the screen viewport. This
tedious process may be time-consuming and ineffective. For example, the simple task of reading the news on a web
site requires continuous horizontal scrolling, which affects the experience of using this otherwise very beneficial
technology, and may discourage its use, especially by those with poor manual coordination.
We propose to develop a software system that enables hands-free control of a screen magnifier. This system will
rely on the user’s eye gaze (measured by a regular IR-based tracker, or from analysis of the images in a camera
embedded in the screen) to update the location of the focus of magnification as desired. This research is inspired by
preliminary work, which showed promising results with two simple gaze-based control algorithms, tested on three
individuals with low vision.
This project will be a collaboration between the Department of Computer Science and Engineering at UC Santa
Cruz (PI: Manduchi, Co-I: Prado) and the School of Optometry at UC Berkeley (PI: Chung). Dr. Legge from the
Department of Psychology at U. Minnesota will participate as a consultant. Two human subjects studies are planned.
In Study 1 with 80 low vision subjects from four different categories of visual impairment, we will investigate the failure
rate of a commercial gaze tracker (Aim 1), and will record mouse tracks, gaze tracks, and images from the subjects
while performing a number of tasks using two modalities of screen magnification (Aim 2). In Study 2, with the same
number of subjects, we will repeat the Study 1 experiment, but using a gaze-based controller trained from the data
collected in Study 1, and individually tunable for best performance (Aim 3). In addition, we will experiment with an
appearance-based gaze tracker that uses images from the screen camera, thereby removing the need for specialized
gaze tracking hardware, as well as with a computer tablet form factor (Aim 4). We expect that reading speed and
error rate using our gaze-based controller will be no worse than using mouse-based control. If successful, this study
will show that the convenience of hands-free control offered by the proposed system comes at no additional cost in
terms of individual performance at the considered tasks.
!
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Gaze-contingent computer screen magnification control for people with low vision
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批准号:10471849
-
项目类别:
-
资助金额:$35.87万
-
财政年份:2020
-
负责人:Roberto Manduchi
-
依托单位:
Gaze-contingent computer screen magnification control for people with low vision
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批准号:10688027
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项目类别:
-
资助金额:$36.98万
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财政年份:2020
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负责人:Roberto Manduchi
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依托单位:
Gaze-contingent computer screen magnification control for people with low vision
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批准号:10053172
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项目类别:
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资助金额:$35.08万
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财政年份:2020
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负责人:Roberto Manduchi
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财政年份:2018
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负责人:Roberto Manduchi
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Vision Without Sight: Exploring the Environment with a Portable Camera
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批准号:8334623
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