[HTML][HTML] Human performance in detecting deepfakes: A systematic review and meta-analysis of 56 papers

A Diel, T Lalgi, IC Schröter, KF MacDorman… - Computers in Human …, 2024 - Elsevier
Deepfakes are AI-generated media designed to look real, often with the intent to deceive.
Deepfakes threaten public and personal safety by facilitating disinformation, propaganda …

Nightshade: Prompt-Specific Poisoning Attacks on Text-to-Image Generative Models

S Shan, W Ding, J Passananti, S Wu… - 2024 IEEE Symposium …, 2024 - computer.org
Trained on billions of images, diffusion-based text-to-image models seem impervious to
traditional data poisoning attacks, which typically require poison samples approaching 20 …

Structural stability and thermodynamics of artistic composition

ST Chan, E Fried - Proceedings of the National Academy of Sciences, 2024 - pnas.org
Inspired by the way that digital artists zoom out of the canvas to assess the visual impact of
their works, we introduce a conceptually simple yet effective metric for quantifying the clarity …

The Adversarial AI-Art: Understanding, Generation, Detection, and Benchmarking

Y Li, Z Liu, J Zhao, L Ren, F Li, J Luo, B Luo - European Symposium on …, 2024 - Springer
Generative AI models can produce high-quality images based on text prompts. The
generated images often appear indistinguishable from images generated by conventional …

[PDF][PDF] Using LLMs to explain AI-generated art classification via Grad-CAM heatmaps

G Castellano, MG Miccoli, R Scaringi… - Proceedings of 5th …, 2024 - researchgate.net
The proliferation of AI-generated media, especially in art, has sparked interest in creating
models that differentiate between original and AI-generated artworks. However …

ASAP: Interpretable Analysis and Summarization of AI-generated Image Patterns at Scale

J Huang, C Chen, A Mishra, BC Kwon, Z Liu… - arXiv preprint arXiv …, 2024 - arxiv.org
Generative image models have emerged as a promising technology to produce realistic
images. Despite potential benefits, concerns grow about its misuse, particularly in …

AI-generated Image Detection: Passive or Watermark?

M Guo, Y Hu, Z Jiang, Z Li, A Sadovnik, A Daw… - arXiv preprint arXiv …, 2024 - arxiv.org
While text-to-image models offer numerous benefits, they also pose significant societal risks.
Detecting AI-generated images is crucial for mitigating these risks. Detection methods can …

Examining the Prevalence and Dynamics of AI-Generated Media in Art Subreddits

H Matatov, MAL Quéré, O Amir, M Naaman - arXiv preprint arXiv …, 2024 - arxiv.org
Broadly accessible generative AI models like Dall-E have made it possible for anyone to
create compelling visual art. In online communities, the introduction of AI-generated content …

Exploring Human Perception of AI-Generated Artworks

YD Rueda-Arango, D Rojas-Velazquez… - … on Technology and …, 2024 - ieeexplore.ieee.org
As image generators based on diffusion models and Generative Adversarial Networks
(GANs) become widely accessible and user-friendly, it is crucial to explore the impact of AI …

Explain, Simplify, and Integrate Artificial Intelligence with Visual Analytics

J Huang - 2024 - search.proquest.com
Artificial Intelligence (AI) technology has advanced significantly, enabling AI models to learn
from diverse data and automate tasks previously performed solely by humans. This …