A survey on deep learning-based image forgery detection

FZ Mehrjardi, AM Latif, MS Zarchi, R Sheikhpour - Pattern Recognition, 2023 - Elsevier
Image is known as one of the communication tools between humans. With the development
and availability of digital devices such as cameras and cell phones, taking images has …

[Retracted] Efficient Approach towards Detection and Identification of Copy Move and Image Splicing Forgeries Using Mask R‐CNN with MobileNet V1

KD Kadam, S Ahirrao, K Kotecha - Computational Intelligence …, 2022 - Wiley Online Library
With the technological advancements of the modern era, the easy availability of image
editing tools has dramatically minimized the costs, expense, and expertise needed to exploit …

Detection and localization of multiple image splicing using MobileNet V1

K Kadam, S Ahirrao, K Kotecha, S Sahu - IEEE Access, 2021 - ieeexplore.ieee.org
In modern society, digital images have become a prominent source of information and
medium of communication. The easy availability of image-altering softwares have greatly …

Enhancing digital image forgery detection using transfer learning

AH Khalil, AZ Ghalwash, HAG Elsayed… - IEEE …, 2023 - ieeexplore.ieee.org
Nowadays, digital images are a main source of shared information in social media.
Meanwhile, malicious software can forge such images for fake information. So, it's crucial to …

Rethinking image forgery detection via contrastive learning and unsupervised clustering

H Wu, Y Chen, J Zhou - arXiv preprint arXiv:2308.09307, 2023 - arxiv.org
Image forgery detection aims to detect and locate forged regions in an image. Most existing
forgery detection algorithms formulate classification problems to classify pixels into forged or …

AdaIFL: Adaptive Image Forgery Localization via a Dynamic and Importance-Aware Transformer Network

Y Li, F Cheng, W Yu, G Wang, G Luo, Y Zhu - European Conference on …, 2025 - Springer
The rapid development of image processing and manipulation techniques poses
unprecedented challenges in multimedia forensics, especially in Image Forgery Localization …

RPER software-a social management tool for rapid participatory emancipatory research: Planning, design and implementation

LF Felizardo, MO Wallau… - … Gestão Social e …, 2023 - rgsa.openaccesspublications.org
Theoretical framework: This study is grounded in Social Management, a paradigm that
focuses on society's deliberative process for public decisions. It also employs the Rapid …

Exploring Multi-view Pixel Contrast for General and Robust Image Forgery Localization

Z Lou, G Cao, K Guo, H Zhu, L Yu - arXiv preprint arXiv:2406.13565, 2024 - arxiv.org
Image forgery localization, which aims to segment tampered regions in an image, is a
fundamental yet challenging digital forensic task. While some deep learning-based forensic …

Image Forgery Localization with State Space Models

Z Lou, G Cao - arXiv preprint arXiv:2412.11214, 2024 - arxiv.org
Pixel dependency modeling from tampered images is pivotal for image forgery localization.
Current approaches predominantly rely on convolutional neural network (CNN) or …

Supervised Anti-Forensic DNN to Detect Multiple-time Compressed JPEG Tampered Images

J Roy, SD Roy, S Das… - 2024 3rd International …, 2024 - ieeexplore.ieee.org
Multimedia forensics is a rapidly evolving field that addresses the detection and analysis of
manipulations in various forms of digital media, with a particular focus on image forgery. As …