Title :
Affective pattern analysis of image in frequency domain using the Hilbert-Huang Transform
Author :
Poming Lee ; Wei-Hsuan Tsui ; Yun Teng ; Tzu-Chien Hsiao
Author_Institution :
Dept. of Comput. Sci., Nat. Chaio-Tung Univ., Hsinchu, Taiwan
Abstract :
This study applied Hilbert-Huang Transform (HHT) on spatial-frequency analysis on affective picture classification. The obtained results demonstrate the existence of affective characteristics in spatial-frequency domain of an image, and also found the horizontal visual stimulations are slightly more effective than vertical visual stimulation on emotion elicitation in regard to valence.
Keywords :
Hilbert transforms; digital simulation; image classification; pattern recognition; HHT; Hilbert-Huang Transform; affective pattern analysis; emotion elicitation; horizontal visual stimulations; picture classification; spatial frequency analysis; spatial frequency domain; vertical visual stimulation; Feature extraction; Frequency domain analysis; Humans; Image resolution; Mathematical model; Transforms; Visualization;
Conference_Titel :
Circuits and Systems (APCCAS), 2012 IEEE Asia Pacific Conference on
Conference_Location :
Kaohsiung
Print_ISBN :
978-1-4577-1728-4
DOI :
10.1109/APCCAS.2012.6419123