Inferring Intent and Action from Gaze in Naturalistic Behavior: A Review

IF 0.2 Q4 COMPUTER SCIENCE, CYBERNETICS International Journal of Mobile Human Computer Interaction Pub Date : 2017-10-01 DOI:10.4018/IJMHCI.2017100104

Kristian Lukander, M. Toivanen, K. Puolamäki

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引用次数: 13

Abstract

Weconstantlymoveourgazetogatheracutevisualinformationfromourenvironment.Conversely,as originallyshownbyYarbusinhisseminalwork,theelicitedgazepatternsholdinformationoverour changingattentionalfocuswhileperformingatask.Recently,theproliferationofmachinelearning algorithmshasallowedtheresearchcommunitytotesttheideaofinferring,orevenpredictingaction andintentfromgazebehaviour.Theon-goingminiaturizationofgazetrackingtechnologiestoward pervasivewearablesolutionsallowsstudyinginferencealsoineverydayactivitiesoutsideresearch laboratories.Thispaperscopestheemergingfieldandreviewsstudiesfocusingontheinferenceof intentandactioninnaturalisticbehaviour.Whilethetask-specificnatureofgazebehavior,andthe variabilityinnaturalisticsetupspresentchallenges,gaze-basedinferenceholdsaclearpromisefor machine-basedunderstandingofhumanintentandfutureinteractivesolutions. KeywoRdS Eye Movements, Gaze Tracking, Inference, Intent Modeling, Scoping Study, Task Modeling

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从注视推断自然主义行为的意图和行为:综述

Weconstantlymoveourgazetogatheracutevisualinformationfromourenvironment。Conversely，as originallyshownbyYarbusinhisseminalwork，theelicitedgazepatternsholdinformationoverour changingattentionalfocuswhileperformingatask。Recently，theproliferationofmachinelearning algorithmshasallowedtheresearchcommunitytotesttheideaofinferring，orevenpredictingaction andintentfromgazebehaviour。Theon-goingminiaturizationofgazetrackingtechnologiestoward pervasivewearablesolutionsallowsstudyinginferencealsoineverydayactivitiesoutsideresearch实验室。Thispaperscopestheemergingfieldandreviewsstudiesfocusingontheinferenceof intentandactioninnaturalisticbehaviour。Whilethetask-specificnatureofgazebehavior，andthe variabilityinnaturalisticsetupspresentchallenges，gaze-basedinferenceholdsaclearpromisefor machine-basedunderstandingofhumanintentandfutureinteractivesolutions。关键词眼动，注视追踪，推理，意图建模，范围研究，任务建模

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来源期刊

International Journal of Mobile Human Computer Interaction COMPUTER SCIENCE, CYBERNETICS-

CiteScore

4.70

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0.00%

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