PSCC-Net: Progressive spatio-channel correlation network for image manipulation detection and localization

X Liu, Y Liu, J Chen, X Liu - … on Circuits and Systems for Video …, 2022 - ieeexplore.ieee.org
To defend against manipulation of image content, such as splicing, copy-move, and
removal, we develop a Progressive Spatio-Channel Correlation Network (PSCC-Net) to …

Edge-aware regional message passing controller for image forgery localization

D Li, J Zhu, M Wang, J Liu, X Fu… - Proceedings of the …, 2023 - openaccess.thecvf.com
Digital image authenticity has promoted research on image forgery localization. Although
deep learning-based methods achieve remarkable progress, most of them usually suffer …

High-performance reversible data hiding based on ridge regression prediction algorithm

X Wang, X Wang, B Ma, Q Li, C Wang, Y Shi - Signal Processing, 2023 - Elsevier
An effective error prediction algorithm is the key to improving the embedding performance of
reversible data hiding schemes. In this paper, high-performance ridge regression predictor …

Graph-based code semantics learning for efficient semantic code clone detection

D Yu, Q Yang, X Chen, J Chen, Y Xu - Information and Software …, 2023 - Elsevier
Recent studies have shown that high-quality code semantics learning can effectively
improve the performance of code clone detection. However, existing approaches suffer from …

A local perturbation generation method for GAN-generated face anti-forensics

H Zhang, B Chen, J Wang… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Although the current generative adversarial networks (GAN)-generated face forensic
detectors based on deep neural networks (DNNs) have achieved considerable …

Adaptive Texture and Spectrum Clue Mining for Generalizable Face Forgery Detection

J Liu, J Xie, Y Wang, ZJ Zha - IEEE Transactions on Information …, 2023 - ieeexplore.ieee.org
Although existing face forgery detection methods achieve satisfactory performance under
closed within-dataset scenario where training and testing sets are created by the same …

MGQFormer: Mask-Guided Query-Based Transformer for Image Manipulation Localization

K Zeng, R Cheng, W Tan, B Yan - … of the AAAI Conference on Artificial …, 2024 - ojs.aaai.org
Deep learning-based models have made great progress in image tampering localization,
which aims to distinguish between manipulated and authentic regions. However, these …

Visualizing the truth: A survey of multimedia forensic analysis

A Diwan, U Sonkar - Multimedia Tools and Applications, 2024 - Springer
Multimedia forensics is an essential field of research that deals with the authenticity and
integrity of multimedia content in the digital world. With the increasing use of digital platforms …

An interpretable image tampering detection approach based on cooperative game

W Lu, W Xu, Z Sheng - … on Circuits and Systems for Video …, 2022 - ieeexplore.ieee.org
In order to reply the potential security issues caused by the tampering of digital images,
many image forensics approaches based on deep learning have been proposed in recent …

Employing Reinforcement Learning to Construct a Decision-making Environment for Image Forgery Localization

R Peng, S Tan, X Mo, B Li… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
The widespread misuse of advanced image editing tools and deep generative techniques
has led to a proliferation of images with altered content in real-life scenarios, often without …