Detecting generated images by real images

B Liu, F Yang, X Bi, B Xiao, W Li, X Gao - European Conference on …, 2022 - Springer
detect generated images using LNP of real images. We demonstrated that the LNP of real
images are very similar in amplitude and phase spectrum, while the LNP of generated images

Detecting Generated Images by Real Images Only

X Bi, B Liu, F Yang, B Xiao, W Li, G Huang… - arXiv preprint arXiv …, 2023 - arxiv.org
… of real and generated images, and find that the noise of real images is very similar while that
of generated images … on many different types of image features: the original image (Pic), the …

Detecting CNN-generated facial images in real-world scenarios

N Hulzebosch, S Ibrahimi… - Proceedings of the IEEE …, 2020 - openaccess.thecvf.com
image pre-processing methods. Lastly, we evaluate human performance on detecting
CNN-generated images, … have been able to generate nearly photo-realistic facial images [21, 22]. …

AI vs. AI: Can AI Detect AI-Generated Images?

SS Baraheem, TV Nguyen - Journal of Imaging, 2023 - mdpi.com
… advancement in generating naturalistic and photo-realistic images. … is able to detect and
recognize GAN-generated images is … for reliably detecting AI-generated images from real ones …

Online detection of ai-generated images

DC Epstein, I Jain, O Wang… - Proceedings of the IEEE …, 2023 - openaccess.thecvf.com
… We train classifiers that distinguish real images from generated ones in an online setting, …
27], and detecting operations such as image splicing [63, 23] or Photoshop warps [56]. As deep …

Detection of gan-generated fake images over social networks

F Marra, D Gragnaniello, D Cozzolino… - … IEEE conference on …, 2018 - ieeexplore.ieee.org
… , by visual inspection, whether a photo had been doctored or not. Only 62%-66% of the …
very aim is to generate images indistinguishable from the real images drawn from a given …

Genimage: A million-scale benchmark for detecting ai-generated image

M Zhu, H Chen, Q Yan, X Huang… - Advances in …, 2024 - proceedings.neurips.cc
generating training set and evaluates detector performance across a variety of GAN-based
testing set. These generators generate images bearing a strong resemblance to real … "photo

Are GAN generated images easy to detect? A critical analysis of the state-of-the-art

D Gragnaniello, D Cozzolino, F Marra… - … on multimedia and …, 2021 - ieeexplore.ieee.org
detect synthetic media. In this work, we analyze the state-of-the-art methods for the detection
of synthetic images, … Again, these artifacts are used to tell apart generated images from real

CNN-generated images are surprisingly easy to spot... for now

SY Wang, O Wang, R Zhang… - Proceedings of the …, 2020 - openaccess.thecvf.com
… -generated images hard to distinguish from real images? We show that a classifier trained
to detect images generated … Exposing photo manipulation with inconsistent reflections. ACM …

Detecting Computer-Generated Images by Using Only Real Images

J Li, K Wang - 17th International Conference on Machine Vision …, 2024 - hal.science
… This paper presents a simple yet effective method to detect fake synthetic images generated
… of real and fake training images, our method follows a novel idea of using only real images