Neural network based adult image classification

Authors:
Wonil Kim;Han-Ku Lee;Seong Joon Yoo;Sung Wook Baik
Affiliations:
College of Electronics and Information Engineering, Sejong University, Seoul, Republic of Korea;School of Internet and Multimedia Engineering, Konkuk University, Seoul, Republic of Korea;College of Electronics and Information Engineering, Sejong University, Seoul, Republic of Korea;College of Electronics and Information Engineering, Sejong University, Seoul, Republic of Korea
Venue:
ICANN'05 Proceedings of the 15th international conference on Artificial Neural Networks: biological Inspirations - Volume Part I
Year:
2005

Citing 5
Cited 7

Principles of data mining

Principles of data mining
Finding Naked People

ECCV '96 Proceedings of the 4th European Conference on Computer Vision-Volume II - Volume II
Identifying nude pictures

WACV '96 Proceedings of the 3rd IEEE Workshop on Applications of Computer Vision (WACV '96)
WebGuard: Web Based Adult Content Detection and Filtering System

WI '03 Proceedings of the 2003 IEEE/WIC International Conference on Web Intelligence
Classifying offensive sites based on image content

Computer Vision and Image Understanding - Special issue on color for image indexing and retrieval

Training strategy of semantic concept detectors using support vector machine in naked image classification

PCM'10 Proceedings of the 11th Pacific Rim conference on Advances in multimedia information processing: Part I
IGC: an image genre classification system

AICI'11 Proceedings of the Third international conference on Artificial intelligence and computational intelligence - Volume Part II
A cartoon image classification system using MPEG-7 descriptors

AICI'11 Proceedings of the Third international conference on Artificial intelligence and computational intelligence - Volume Part II
Real-time detection of children's skin on social networking sites using Markov random field modelling

Information Security Tech. Report
Personalized content presentation for virtual gallery

ICAT'06 Proceedings of the 16th international conference on Advances in Artificial Reality and Tele-Existence
A survey on visual adult image recognition

Multimedia Tools and Applications
Neuron-like algorithms of adaptive segmentation and semantic description of images in the "adult image" recognition problem

Optical Memory and Neural Networks

Quantified Score

Hi-index	0.00

Visualization

Abstract

Digital multimedia data is dramatically being increased everyday since the Internet became popular. This increment in multimedia data increases adult image contents to the Internet as well. Consequently, a large number of children are exposed to these X-rated contents. In this paper, we propose an efficient classification system that can categorize input images into adult or non-adult images. The simulation shows that this system achieved 95% of the true rate whereas it reduces the false positive rate below 3%.