Title :
Automatic nipple detection based on face detection and ideal proportion female using random forest
Author :
Thaweekote, Verapluth ; Songram, Panida ; Jareanpon, Chatklaw
Author_Institution :
Dept. of Comput. Sci., Mahasarakham Univ., Mahasarakham, Thailand
Abstract :
Currently pornographic image on the online world, teenagers and kids can visit easily. Which stimulate sexual desire. Resulting behavior of sexual abuse, enticing a child under the age of 15 years increased, cause problems getting pregnant and sexually transmitted diseases. Pornographic detection is essential to prevent to access through analyzing image content. Many researchers are interested in pornographic detection of nipple using extended Haar-like for extracting the features, color, texture and shape that are used for classification using various algorithms cascaded AdaBoost. However, this disadvantage is the templates for nipple which require a lot of training set and it consumes the time to detect a multiple possible position similar to nipples such as eyes and navel. This research proposed the novel algorithm without using templates for detecting the nipple. Our proposed creates the novel model based on ideal proportion detection. The result of this algorithm shows the high accuracy and reducing the computational time when compares with the existing method.
Keywords :
Haar transforms; face recognition; feature extraction; image colour analysis; image texture; learning (artificial intelligence); object detection; AdaBoost; Haar-like features; automatic nipple detection; color extraction; face detection; feature extraction; ideal proportion detection; ideal proportion female; image content analysis; pornographic detection; pornographic image; random forest; shape extraction; texture extraction; Classification algorithms; Face; Face detection; Feature extraction; Image color analysis; Shape; Skin; Face detection; Ideal proportion; Nipple detection;
Conference_Titel :
Computational Intelligence and Cybernetics (CYBERNETICSCOM), 2013 IEEE International Conference on
Conference_Location :
Yogyakarta
DOI :
10.1109/CyberneticsCom.2013.6865772