Comprehensive analyses of image forgery detection methods from traditional to deep learning approaches: an evaluation

P Sharma, M Kumar, H Sharma - Multimedia Tools and Applications, 2023 - Springer
The digital image proves critical evidence in the fields like forensic investigation, criminal
investigation, intelligence systems, medical imaging, insurance claims, and journalism to …

Deep4SNet: deep learning for fake speech classification

DM Ballesteros, Y Rodriguez-Ortega, D Renza… - Expert Systems with …, 2021 - Elsevier
Fake speech consists on voice recordings created even by artificial intelligence or signal
processing techniques. Among the methods for generating false voice recordings are Deep …

A comprehensive review on fake images/videos detection techniques

R Chauhan, R Popli, I Kansal - 2022 10th International …, 2022 - ieeexplore.ieee.org
Now that image creation and manipulation have advanced so quickly, there are serious
questions about how this may affect society. At best, this leads to loss of trust in digital …

Video forensics: identifying colorized images using deep learning

C Ulloa, DM Ballesteros, D Renza - Applied Sciences, 2021 - mdpi.com
Featured Application This paper presents two CNN-based models (custom and by transfer
learning) for the task of classifying colorized and original images and includes an …

Detection of recolored image by texture features in chrominance components

Y Zhang, N Chen, S Qi, M Xue, Z Hua - ACM Transactions on Multimedia …, 2023 - dl.acm.org
Image recoloring is an emerging editing technique that can change the color style of an
image by modifying pixel values without altering the original image content. With the rapid …

[HTML][HTML] A dataset of 1050-tampered color and grayscale images (CG-1050)

M Castro, DM Ballesteros, D Renza - Data in brief, 2020 - Elsevier
This paper presents the CG-1050 dataset consisting of 100 original images, 1050 tampered
images and their corresponding masks. The dataset is organized into four directories …

Recent Advances in Digital Image and Video Forensics, Anti-forensics and Counter Anti-forensics

M Al-Fehani, S Al-Kuwari - arXiv preprint arXiv:2402.02089, 2024 - arxiv.org
Image and video forensics have recently gained increasing attention due to the proliferation
of manipulated images and videos, especially on social media platforms, such as Twitter …

Forensic analysis and detection using polycolor model binary pattern for colorized images

S Agarwal, KH Jung - Multimedia Tools and Applications, 2024 - Springer
Image recoloring is used to colorize historic grayscale images. Recoloring gives new life to
grayscale images with realistic colors. Several techniques exist that can colorize grayscale …

Distinguishing between natural and recolored images via lateral chromatic aberration

Y Yu, N Zheng, T Qiao, M Xu, J Wu - Journal of Visual Communication and …, 2021 - Elsevier
With the development of image colorization technique, the recolored images (RIs) become
more and more authentic, making it very difficult to visually distinguish from natural images …

[图书][B] Machine Learning and Deep Learning Techniques for Medical Image Recognition

BO Soufiene, C Chakraborty - 2023 - books.google.com
Machine Learning and Deep Learning Techniques for Medical Image Recognition
comprehensively reviews deep learning-based algorithms in medical image analysis …