Learning to Make Facial Expressions
This paper explores the process of self-guided learning of realistic facial expression production by a robotic head with 31 degrees of freedom. Facial motor parameters were learned using feedback from real-time facial expression recognition from video. The experiments show that the mapping of servos...
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creator | Tingfan Wu Butko, N.J. Ruvulo, P. Bartlett, M.S. Movellan, J.R. |
description | This paper explores the process of self-guided learning of realistic facial expression production by a robotic head with 31 degrees of freedom. Facial motor parameters were learned using feedback from real-time facial expression recognition from video. The experiments show that the mapping of servos to expressions was learned in under one-hour of training time. We discuss how our work may help illuminate the computational study of how infants learn to make facial expressions. |
doi_str_mv | 10.1109/DEVLRN.2009.5175536 |
format | Conference Proceeding |
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Facial motor parameters were learned using feedback from real-time facial expression recognition from video. The experiments show that the mapping of servos to expressions was learned in under one-hour of training time. 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We discuss how our work may help illuminate the computational study of how infants learn to make facial expressions.</description><subject>Actuators</subject><subject>Face detection</subject><subject>Feedback</subject><subject>Humans</subject><subject>Machine learning</subject><subject>Magnetic heads</subject><subject>Pediatrics</subject><subject>Robot sensing systems</subject><subject>Servomechanisms</subject><subject>Servomotors</subject><issn>2161-9476</issn><isbn>142444117X</isbn><isbn>9781424441174</isbn><isbn>9781424441181</isbn><isbn>1424441188</isbn><fulltext>true</fulltext><rsrctype>conference_proceeding</rsrctype><creationdate>2009</creationdate><recordtype>conference_proceeding</recordtype><sourceid>6IE</sourceid><sourceid>RIE</sourceid><recordid>eNo1j0FLw0AQhVelYFvzC3oJeE7c2ckmO0epqQpRQYp4K5PNRFZrWrIe9N-rWE_v8Pge31NqAToH0HRxVT81j_e50ZpyC5W1WB6phCoHhSmKAsDBsZoaKCGjoipP1Oy_qJ4navbLkQZEc6qSGF-11gjOOYKpOm-ExyEML-nHLr3jN0lX7ANv0_pzP0qMYTfEMzXpeRslOeRcrVf1enmTNQ_Xt8vLJguAtsxsK84Tur5jQm51i-jFIVDVCRiW3mjTU2t8iT8yhJ0Fz2LZaPYeHM7V4m82iMhmP4Z3Hr82h7_4DbuWQ88</recordid><startdate>200906</startdate><enddate>200906</enddate><creator>Tingfan Wu</creator><creator>Butko, N.J.</creator><creator>Ruvulo, P.</creator><creator>Bartlett, M.S.</creator><creator>Movellan, J.R.</creator><general>IEEE</general><scope>6IE</scope><scope>6IL</scope><scope>CBEJK</scope><scope>RIE</scope><scope>RIL</scope></search><sort><creationdate>200906</creationdate><title>Learning to Make Facial Expressions</title><author>Tingfan Wu ; Butko, N.J. ; Ruvulo, P. ; Bartlett, M.S. ; Movellan, J.R.</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-i1356-5be8c938fda93ab0b33ce83197de12aef202f9b2c6301393d51cae5a20acc183</frbrgroupid><rsrctype>conference_proceedings</rsrctype><prefilter>conference_proceedings</prefilter><language>eng</language><creationdate>2009</creationdate><topic>Actuators</topic><topic>Face detection</topic><topic>Feedback</topic><topic>Humans</topic><topic>Machine learning</topic><topic>Magnetic heads</topic><topic>Pediatrics</topic><topic>Robot sensing systems</topic><topic>Servomechanisms</topic><topic>Servomotors</topic><toplevel>online_resources</toplevel><creatorcontrib>Tingfan Wu</creatorcontrib><creatorcontrib>Butko, N.J.</creatorcontrib><creatorcontrib>Ruvulo, P.</creatorcontrib><creatorcontrib>Bartlett, M.S.</creatorcontrib><creatorcontrib>Movellan, J.R.</creatorcontrib><collection>IEEE Electronic Library (IEL) Conference Proceedings</collection><collection>IEEE Proceedings Order Plan All Online (POP All Online) 1998-present by volume</collection><collection>IEEE Xplore All Conference Proceedings</collection><collection>IEEE Electronic Library (IEL)</collection><collection>IEEE Proceedings Order Plans (POP All) 1998-Present</collection></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext_linktorsrc</fulltext></delivery><addata><au>Tingfan Wu</au><au>Butko, N.J.</au><au>Ruvulo, P.</au><au>Bartlett, M.S.</au><au>Movellan, J.R.</au><format>book</format><genre>proceeding</genre><ristype>CONF</ristype><atitle>Learning to Make Facial Expressions</atitle><btitle>2009 IEEE 8th International Conference on Development and Learning</btitle><stitle>DEVLRN</stitle><date>2009-06</date><risdate>2009</risdate><spage>1</spage><epage>6</epage><pages>1-6</pages><eissn>2161-9476</eissn><isbn>142444117X</isbn><isbn>9781424441174</isbn><eisbn>9781424441181</eisbn><eisbn>1424441188</eisbn><abstract>This paper explores the process of self-guided learning of realistic facial expression production by a robotic head with 31 degrees of freedom. Facial motor parameters were learned using feedback from real-time facial expression recognition from video. The experiments show that the mapping of servos to expressions was learned in under one-hour of training time. We discuss how our work may help illuminate the computational study of how infants learn to make facial expressions.</abstract><pub>IEEE</pub><doi>10.1109/DEVLRN.2009.5175536</doi><tpages>6</tpages><oa>free_for_read</oa></addata></record> |
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identifier | ISBN: 142444117X |
ispartof | 2009 IEEE 8th International Conference on Development and Learning, 2009, p.1-6 |
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language | eng |
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source | IEEE Electronic Library (IEL) Conference Proceedings |
subjects | Actuators Face detection Feedback Humans Machine learning Magnetic heads Pediatrics Robot sensing systems Servomechanisms Servomotors |
title | Learning to Make Facial Expressions |
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