Machine learning in digital forensics: a systematic literature review

T Nayerifard, H Amintoosi, AG Bafghi… - arXiv preprint arXiv …, 2023 - arxiv.org
Development and exploitation of technology have led to the further expansion and
complexity of digital crimes. On the other hand, the growing volume of data and …

Understanding digital image anti-forensics: an analytical review

N Taneja, VS Bramhe, D Bhardwaj… - Multimedia Tools and …, 2024 - Springer
Image forensics is essential for detecting image manipulation, authenticating images, and
identifying sources of images. A forensic analyst can make use of various artifacts to develop …

An end-to-end deep learning model for robust smooth filtering identification

Y Zhang, L Yu, Z Fang, NN Xiong, L Zhang… - Future Generation …, 2022 - Elsevier
Smooth filtering, a common blurring and denoising operator, has often been utilized
postoperatively to diminish the traces left by malicious manipulations. Most of the existing …

Methods in detection of median filtering in digital images: a survey

S Ahmed, S Islam - Multimedia Tools and Applications, 2023 - Springer
When it comes to reducing impulsive noise from digital photos, the Median Filter (MF) is a
nonlinear filter that can be employed effectively. This nonlinear filter is used to erase traces …

Robust detection of median filtering based on combined features of difference image

H Gao, M Hu, T Gao, R Cheng - Signal Processing: Image Communication, 2019 - Elsevier
Median filtering is a widely used method for denoising and smoothing regions of an image; it
has drawn much attention from researchers of image forensic. A new detection scheme of …

A deep learning approach with data augmentation for median filtering forensics

W Dong, H Zeng, Y Peng, X Gao, A Peng - Multimedia Tools and …, 2022 - Springer
Median filtering forensics for small-size JPEG compressed images is practicable and useful
in the block-based tampering detection. In this paper, we concentrate the detection of …

Robust median filtering forensics using image deblocking and filtered residual fusion

W Shan, Y Yi, J Qiu, A Yin - IEEE Access, 2019 - ieeexplore.ieee.org
Median filtering (MF) is frequently applied to conceal the traces of forgery and therefore can
provide indirect forensic evidence of tampering when investigating composite images. The …

Robust median filtering forensics by CNN-based multiple residuals learning

L Yu, Y Zhang, H Han, L Zhang, F Wu - IEEE Access, 2019 - ieeexplore.ieee.org
Median filtering (MF), a non-linear smoothing operation, has often been utilized as a means
of image denoising to protect image edges and hide the traces of image tampering …

Forensic detection using bit-planes slicing of median filtering image

KH Rhee - IEEE Access, 2019 - ieeexplore.ieee.org
For the detection of median filtering (MF) forensics, this paper proposes the feature vector
extracted from the bit-planes slicing of the forged image. The assembled feature vector is …

Robust detection of median filtering based on data-pair histogram feature and local configuration pattern

H Gao, T Gao, R Cheng - Journal of Information Security and Applications, 2020 - Elsevier
Median filtering is a widely used method for removing noise, preserving edges and
smoothing regions within an image. Detection of median filtering has drawn much attention …