Show simple item record

dc.contributor.advisorJiang, Anxiao Andrew
dc.creatorParmar, Palash
dc.date.accessioned2019-11-25T20:22:56Z
dc.date.created2019-08
dc.date.issued2019-05-23
dc.date.submittedAugust 2019
dc.identifier.urihttp://hdl.handle.net/1969.1/186354
dc.description.abstractFacial expression recognition is getting popular in the research community because of its extensive use in understanding human sentiments. Among various medium of human interaction uses in daily life, the facial expression is the most direct form of communication that explains a lot about human emotions. Because of this reason, researchers are actively exploiting this field of human-computer interaction. The research aims for the development of automatic facial expression annotation for context-based database generation. We pointed out the limitation of an existing facial expression detection system for real-world application and studied new ways to bridge current research and user application. We proposed a one-shot learning-based automatic facial expression labeling technique which requires very few manual labels to understand the context of sentiment in expression and utilizes them to train facial expression system with a specific use case. The evaluation of the proposed model is done with two methods (i) we manually labeled few more examples and tested the model against those examples, and (ii) from the seven basic facial expressions, we kept one facial expression separate and used those example to test the efficiency of the model.en
dc.format.mimetypeapplication/pdf
dc.language.isoen
dc.subjectFacial Expression Recognitionen
dc.subjectDeep Learningen
dc.subjectFace Localizationen
dc.titleLearning to Understand New Facial Expressionsen
dc.typeThesisen
thesis.degree.departmentComputer Science and Engineeringen
thesis.degree.disciplineComputer Scienceen
thesis.degree.grantorTexas A&M Universityen
thesis.degree.nameMaster of Scienceen
thesis.degree.levelMastersen
dc.contributor.committeeMemberChaspari, Theodora
dc.contributor.committeeMemberTian, Chao
dc.type.materialtexten
dc.date.updated2019-11-25T20:22:56Z
local.embargo.terms2021-08-01
local.embargo.lift2021-08-01
local.etdauthor.orcid0000-0001-6542-3037


Files in this item

Thumbnail

This item appears in the following Collection(s)

Show simple item record