Autosplice: A text-prompt manipulated image dataset for media forensics

S Jia, M Huang, Z Zhou, Y Ju… - Proceedings of the …, 2023 - openaccess.thecvf.com
Recent advancements in language-image models have led to the development of highly
realistic images that can be generated from textual descriptions. However, the increased …

Weakly-supervised deepfake localization in diffusion-generated images

DC Țânțaru, E Oneață… - Proceedings of the IEEE …, 2024 - openaccess.thecvf.com
The remarkable generative capabilities of denoising diffusion models have raised new
concerns regarding the authenticity of the images we see every day on the Internet …

Diffusion models meet image counter-forensics

M Tailanián, M Gardella, A Pardo… - Proceedings of the …, 2024 - openaccess.thecvf.com
From its acquisition in the camera sensors to its storage, different operations are performed
to generate the final image. This pipeline imprints specific traces into the image to form a …

Learning Interpretable Forensic Representations via Local Window Modulation

S Das, MR Amin - … of the IEEE/CVF International Conference …, 2023 - openaccess.thecvf.com
The majority of existing image forgeries involve augmenting a specific region of the source
image which leaves detectable artifacts and forensic traces. These distinguishing features …

Learning Compressed Artifact for JPEG Manipulation Localization Using Wide-Receptive-Field Network

F Li, H Zhai, T Liu, X Zhang, C Qin - ACM Transactions on Multimedia …, 2024 - dl.acm.org
JPEG image manipulation localization aims to accurately classify and locate tampered
regions in JPEG images. Existing image manipulation localization schemes usually consider …

TGIF: Text-Guided Inpainting Forgery Dataset

H Mareen, D Karageorgiou… - … and Security (WIFS), 2024 - ieeexplore.ieee.org
Digital image manipulation has become increasingly accessible and realistic with the advent
of generative AI technologies. Recent developments allow for text-guided inpainting, making …

Jade owl: Jpeg 2000 forensics by wavelet offset consistency analysis

Q Bammey - 2023 8th International Conference on Image …, 2023 - ieeexplore.ieee.org
In a world teeming with digital images, the credibility of visual data has become of
paramount importance. While it is now simpler than ever to manipulate an image for …

Back-in-time diffusion: Unsupervised detection of medical deepfakes

F Grabovski, L Yasur, G Amit, Y Mirsky - arXiv preprint arXiv:2407.15169, 2024 - arxiv.org
Recent progress in generative models has made it easier for a wide audience to edit and
create image content, raising concerns about the proliferation of deepfakes, especially in …

A New Benchmark and Model for Challenging Image Manipulation Detection

Z Zhang, M Li, MC Chang - Proceedings of the AAAI Conference on …, 2024 - ojs.aaai.org
The ability to detect manipulation in multimedia data is vital in digital forensics. Existing
Image Manipulation Detection (IMD) methods are mainly based on detecting anomalous …

FLDCF: A Collaborative Framework for Forgery Localization and Detection in Satellite Imagery

J Sui, D Ma, CCJ Kuo, MO Pun - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Satellite images are highly susceptible to forgery due to various editing techniques.
Traditional forgery detection methods, designed for natural images, often fail when applied …