Towards General Industrial Intelligence: A Survey on IIoT-Enhanced Continual Large Models

J Chen, J He, F Chen, Z Lv, J Tang, W Li, Z Liu… - arXiv preprint arXiv …, 2024 - arxiv.org
Currently, most applications in the Industrial Internet of Things (IIoT) still rely on CNN-based
neural networks. Although Transformer-based large models (LMs), including language …

Beyond the Screen: Evaluating Deepfake Detectors under Moire Pattern Effects

R Tariq, M Heo, SS Woo… - Proceedings of the IEEE …, 2024 - openaccess.thecvf.com
The detection of deepfakes is crucial for mitigating the societal impact of falsified video
content. Despite the development of various algorithms for this purpose challenges arise for …

UGAD: Universal Generative AI Detector utilizing Frequency Fingerprints

I Alam, MS Muneer, SS Woo - … of the 33rd ACM International Conference …, 2024 - dl.acm.org
In the wake of a fabricated explosion image at the Pentagon, an ability to discern real
images from fake counterparts has never been more critical. Our study introduces a novel …

Disrupting Diffusion-based Inpainters with Semantic Digression

G Son, J Lee, SS Woo - arXiv preprint arXiv:2407.10277, 2024 - arxiv.org
The fabrication of visual misinformation on the web and social media has increased
exponentially with the advent of foundational text-to-image diffusion models. Namely, Stable …

Multiple Contexts and Frequencies Aggregation Network forDeepfake Detection

Z Li, W Tang, S Gao, S Wang, Y Wang - arXiv preprint arXiv:2408.01668, 2024 - arxiv.org
Deepfake detection faces increasing challenges since the fast growth of generative models
in developing massive and diverse Deepfake technologies. Recent advances rely on …

Principles of Designing Robust Remote Face Anti-Spoofing Systems

X Xu, T Zhao, Z Zhang, Z Li, J Wu, A Achille… - arXiv preprint arXiv …, 2024 - arxiv.org
Protecting digital identities of human face from various attack vectors is paramount, and face
anti-spoofing plays a crucial role in this endeavor. Current approaches primarily focus on …

Exploring the Impact of Moire Pattern on Deepfake Detectors

R Tariq, S Tariq, SS Woo - 2024 IEEE International Conference …, 2024 - ieeexplore.ieee.org
Deepfake detection is critical in mitigating the societal threats posed by manipulated videos.
While various algorithms have been developed for this purpose, challenges arise when …

DeepSight: Enhancing Deepfake Image Detection and Classification through Ensemble and Deep Learning Techniques

T Manju, S Kalarani - 2024 5th International Conference on …, 2024 - ieeexplore.ieee.org
in today's digital age, deepfake images poses a significant threat to multimedia content
authenticity and integrity. Detecting and classifying deepfake images with high accuracy is …

[PDF][PDF] Domain-Augmented Meta-Learning for Generalizable Deepfake Detection

J Laakkonen - 2024 - erepo.uef.fi
Deepfakes, media manipulated using deep learning techniques, pose a growing threat to
the integrity of digital content. These AI-generated forgeries are becoming increasingly …