Title :
Phonographic image recognition using fusion of scale invariant descriptor
Author :
Wijaya, I. Gede Pasek Suta ; Widiartha, I.B.K. ; Uchimura, Keiichi ; Koutaki, Gou
Author_Institution :
Inf. Eng. Dept., Mataram Univ., Mataram Lombok, Indonesia
Abstract :
The paper presents a pornographic image recognition using fusion of scale invariant descriptor. The pornographic image means the image contains and shows genital elements of human body having large variability due to poses, lighting, and backgrounds variations. The fusion of scale invariant descriptor that is holistic feature is employed to handle those variability problems. This holistic feature that is pose and scale invariant information of pornographic images is extracted by fusing the scale invariant descriptor of skin region of interests (ROIs) of pornographic images. The skin ROI is used to handle the large variability of pornographic images due to background variations. The main aim of this research finds a good solution for pornographic recognition system, which can be developed to limit the accessing pornographic images by teenagers and children. The experimental results show that the proposed method tends to provide high enough accuracy more than 80%, small enough FNR and FPR bout 2.77% and 28.79%, respectively. It means the proposed method is suitable to develop rejection system of pornographic images. Furthermore, these achievements are much better than the achievements of established methods. This results can be achieved because the fusion of scale invariant descriptor consists rich pornographic information representing holistic feature of pornographic images.
Keywords :
image recognition; transforms; fusion of scale invariant descriptor; holistic feature; phonographic image recognition; pornographic image recognition; region of interests; Accuracy; Face recognition; Feature extraction; Image color analysis; Image recognition; Image segmentation; Skin;
Conference_Titel :
Frontiers of Computer Vision (FCV), 2015 21st Korea-Japan Joint Workshop on
Conference_Location :
Mokpo
DOI :
10.1109/FCV.2015.7103754