عنوان المقالة:نموذج نظام بصري لاكتشاف العنف ضد الأطفال Vision-based system model for detecting violence against children
محمد الحمامي | Muhammad Alhammami | 8279
- نوع النشر
- مجلة علمية
- المؤلفون بالعربي
- د. محمّد الحمّامي وآخرون
- المؤلفون بالإنجليزي
- Muhammad Alhammami, Samir Marwan Hammami
- الملخص العربي
- نموذج نظام بصري يعتمد على منهجيات تعلم الآلة لاكتشاف العنف ضد الأطفال
- الملخص الانجليزي
- We present in this paper a machine learning model for detecting violence against children. This model, which uses skeletal data acquired by depth sensors achieved a high accuracy violence detection rate of 99.03%. In sum, this research method presents: • First ML-based method for detecting most common child abuses, which keeps the privacy of people by using only skeleton joints data. • The model has only two classes (violent action, non-violent action). • The model can be a base for other researches and implementations in schools by school psychologists and counselors.
- تاريخ النشر
- 04/12/2019
- الناشر
- MethodsX
- رقم المجلد
- رقم العدد
- ISSN/ISBN
- 2215-0161
- رابط DOI
- https://doi.org/10.1016/j.mex.2019.11.017
- رابط خارجي
- https://www.sciencedirect.com/science/article/pii/S2215016119303206
- الكلمات المفتاحية
- reduced skeletal features-based ,model,classification,depth sensor,k-NN,technology in society