عنوان المقالة:نموذج نظام بصري لاكتشاف العنف ضد الأطفال Vision-based system model for detecting violence against children
محمد الحمامي | Muhammad Alhammami | 8091
Publication Type
Journal
Arabic Authors
د. محمّد الحمّامي وآخرون
English Authors
Muhammad Alhammami, Samir Marwan Hammami
Abstract
نموذج نظام بصري يعتمد على منهجيات تعلم الآلة لاكتشاف العنف ضد الأطفال
Abstract
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.
Publication Date
12/4/2019
Publisher
MethodsX
Volume No
Issue No
ISSN/ISBN
2215-0161
DOI
https://doi.org/10.1016/j.mex.2019.11.017
External Link
https://www.sciencedirect.com/science/article/pii/S2215016119303206
Keywords
reduced skeletal features-based ,model,classification,depth sensor,k-NN,technology in society
رجوع