作者
Muhammad Faiz, Nor Badrul Anuar, Ainuddin Wahid Abdul Wahab, Shahaboddin Shamshirband, Anthony T Chronopoulos
发表日期
2017/12/1
期刊
Journal of Cloud Computing
卷号
6
期号
1
页码范围
18
出版商
Springer Berlin Heidelberg
简介
The widespread use of digital images has led to a new challenge in digital image forensics. These images can be used in court as evidence of criminal cases. However, digital images are easily manipulated which brings up the need of a method to verify the authenticity of the image. One of the methods is by identifying the source camera. In spite of that, it takes a large amount of time to be completed by using traditional desktop computers. To tackle the problem, we aim to increase the performance of the process by implementing it in a distributed computing environment. We evaluate the camera identification process using conditional probability features and Apache Hadoop. The evaluation process used 6000 images from six different mobile phones of the different models and classified them using Apache Mahout, a scalable machine learning tool which runs on Hadoop. We ran the source camera …
引用总数
20192020202120224121
学术搜索中的文章
M Faiz, NB Anuar, AWA Wahab, S Shamshirband… - Journal of Cloud Computing, 2017