عنوان المقالة:نموذج نظام بصري لاكتشاف العنف ضد الأطفال Vision-based system model for detecting violence against children
محمد الحمامي | Muhammad Alhammami | 8476
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
رجوع