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Explicit Content Detection System: An Approach towards a Safe and Ethical Environment
Joint Authors
Adil, Syed Hasan
Qamar Bhatti, Ali
Umer, Muhammad
Ebrahim, Mansoor
Nawaz, Daniyal
Ahmed, Faizan
Source
Applied Computational Intelligence and Soft Computing
Issue
Vol. 2018, Issue 2018 (31 Dec. 2018), pp.1-13, 13 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2018-07-04
Country of Publication
Egypt
No. of Pages
13
Main Subjects
Information Technology and Computer Science
Abstract EN
An explicit content detection (ECD) system to detect Not Suitable For Work (NSFW) media (i.e., image/ video) content is proposed.
The proposed ECD system is based on residual network (i.e., deep learning model) which returns a probability to indicate the explicitness in media content.
The value is further compared with a defined threshold to decide whether the content is explicit or nonexplicit.
The proposed system not only differentiates between explicit/nonexplicit contents but also indicates the degree of explicitness in any media content, i.e., high, medium, or low.
In addition, the system also identifies the media files with tampered extension and label them as suspicious.
The experimental result shows that the proposed model provides an accuracy of ~ 95% when tested on our image and video datasets.
American Psychological Association (APA)
Qamar Bhatti, Ali& Umer, Muhammad& Adil, Syed Hasan& Ebrahim, Mansoor& Nawaz, Daniyal& Ahmed, Faizan. 2018. Explicit Content Detection System: An Approach towards a Safe and Ethical Environment. Applied Computational Intelligence and Soft Computing،Vol. 2018, no. 2018, pp.1-13.
https://search.emarefa.net/detail/BIM-1117042
Modern Language Association (MLA)
Qamar Bhatti, Ali…[et al.]. Explicit Content Detection System: An Approach towards a Safe and Ethical Environment. Applied Computational Intelligence and Soft Computing No. 2018 (2018), pp.1-13.
https://search.emarefa.net/detail/BIM-1117042
American Medical Association (AMA)
Qamar Bhatti, Ali& Umer, Muhammad& Adil, Syed Hasan& Ebrahim, Mansoor& Nawaz, Daniyal& Ahmed, Faizan. Explicit Content Detection System: An Approach towards a Safe and Ethical Environment. Applied Computational Intelligence and Soft Computing. 2018. Vol. 2018, no. 2018, pp.1-13.
https://search.emarefa.net/detail/BIM-1117042
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1117042