Title :
Development of automatic filtering system for individually unpleasant data detected by pupil-size change
Author :
Kashihara, Koji ; Ito, Momoyo ; Fukumi, Minoru
Author_Institution :
Inst. of Technol. & Sci., Tokushima Univ., Tokushima, Japan
Abstract :
We proposed an automatic filtering system to classify individual unpleasant emotions represented by pupil-size change and to remove similar images from a multimedia database. The support vector machines classifier was applied to single-trial data of the pupil size and indicated the possibility of the accurate judgment of individually unpleasant states immediately after looking at emotional pictures. We then constructed the framework to automatically filter such unpleasant information from a picture database, using the bag of features scheme to search for similar images.
Keywords :
emotion recognition; image classification; image retrieval; information filtering; multimedia databases; support vector machines; visual databases; automatic filtering system; bag of features scheme; emotion classification; emotional pictures; image search; individual unpleasant emotion; individually unpleasant data detection; multimedia database; picture database; pupil size change; single-trial data; support vector machine classifier; unpleasant information filtering; Accuracy; Databases; Feature extraction; Support vector machines; Visualization; Wavelet transforms; a classifier; database search; emotion; pupil size; support vector machines;
Conference_Titel :
Systems, Man, and Cybernetics (SMC), 2011 IEEE International Conference on
Conference_Location :
Anchorage, AK
Print_ISBN :
978-1-4577-0652-3
DOI :
10.1109/ICSMC.2011.6084180