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- Generative adversary network (GAN) generated high-realistic human faces have been used as profile images for fake social media accounts and are visually challenging to discern from real ones. In this work, we show that GAN-generated faces can be exposed via irregular pupil shapes.Learn more:Generative adversary network (GAN) generated high-realistic human faces have been used as profile images for fake social media accounts and are visually challenging to discern from real ones. In this work, we show that GAN-generated faces can be exposed via irregular pupil shapes.arxiv.org/abs/2109.00162It is shown that GAN-generated faces can be exposed via irregular pupil shapes, caused by the lack of physiological constraints in the GAN models, and an automatic method to segment the pupils from the eyes and analyze their shapes is designed to distinguish GANs from real ones.www.semanticscholar.org/paper/Eyes-Tell-All%3A …
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Eyes Tell All: Irregular Pupil Shapes Reveal GAN-generated Faces
- DOI: https://doi.org/10.48550/arXiv.2109.00162
- Authors: Hui Guo, Shu Hu, Xin Wang, Ming-Ching Chang, …
- Published: 2021/09/01
- RelatedEntitiesURL: http://arxiv.org/pdf/2109.00162.pdf
- Subject: Computer Vision and Pattern Recognition (cs.CV)
- Page Count: 7
Generative adversary network (GAN) generated high-realistic human faces have been used as profile images for fake social media accounts and are visually challenging to discern from real ones. In this work, we show that GAN-generated faces can be exposed via irregular pupil shapes. This phenomenon is...Eyes Tell All: Irregular Pupil Shapes Reveal GAN-Generated Faces
In this work, we show that GAN-generated faces can be exposed via irregular pupil shapes. This phenomenon is caused by the lack of physiological constraints in the GAN models. We …
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Eyes Tell All: Irregular Pupil Shapes Reveal GAN-Generated Faces
Sep 1, 2021 · This work proposes a robust, attentive, end-to-end framework that spots GAN-generated faces by analyzing eye inconsistencies, and automatically learns to identify …
Eyes Tell All: Irregular Pupil Shapes Reveal GAN-generated Faces
Aug 31, 2021 · Generative adversary network (GAN) generated high-realistic human faces have been used as profile images for fake social media accounts and are visually challenging to …
[2109.00162v4] Eyes Tell All: Irregular Pupil Shapes Reveal GAN ...
Sep 1, 2021 · Abstract: Generative adversary network (GAN) generated high-realistic human faces have been used as profile images for fake social media accounts and are visually …
In this work, we show that GAN-generated faces can be exposed via irregular pupil shapes. This phenomenon is caused by the lack of physiological constraints in the GAN models. We demon …
Generative adversarial network (GAN) generated high-realistic human faces are visually challenging to discern from real ones. They have been used as profile images for fake social …
EYES TELL ALL: IRREGULAR PUPIL SHAPES REVEAL GAN …
May 9, 2022 · We demonstrate that such artifacts exist widely in high-quality GAN-generated faces. We design an automatic method to segment the pupils from the eyes and analyze their …
Eyes Tell All: Irregular Pupil Shapes Reveal GAN-Generated Faces
May 23, 2022 · To address these shortcomings, we propose a robust, attentive, end-to-end framework that spots GAN-generated faces by analyzing eye inconsistencies.
Review of Optology: Pupil Shape Reveals GAN-Generated Faces
Oct 11, 2021 · Computer scientists interested in studying differences between real photos and computer-generated photos developed a detection software to analyze differences in human …
Eyes Tell All: Irregular Pupil Shapes Reveal GAN-Generated Faces
Eyes Tell All: Irregular Pupil Shapes Reveal GAN-Generated Faces. In IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP 2022, Virtual and …
Eyes Tell All: Irregular Pupil Shapes Reveal GAN-generated Faces
Sep 1, 2021 · Generative adversary network (GAN) generated high-realistic human faces have been used as profile images for fake social media accounts and are visually challenging to …
Eyes Tell All: Irregular Pupil Shapes Reveal GAN-generated …
Mar 12, 2024 · In this work, we show that GAN-generated faces can be exposed via irregular pupil shapes. This phenomenon is caused by the lack of physiological constraints in the GAN …
The Truth Behind GAN-Generated Faces Revealed: Eyes Tell All
Recently, a paper titled "Eyes Tell All" gained significant attention, shedding light on a particular feature in GAN-generated images: the accuracy of pupil rendering. This article explores the …
Eyes Tell All: Irregular Pupil Shapes Reveal GAN-Generated Faces
Sep 1, 2021 · This work proposes a robust, attentive, end-to-end framework that spots GAN-generated faces by analyzing eye inconsistencies, and automatically learns to identify …
In this work, we show that GAN-generated faces can be exposed via irregular pupil shapes. This phenomenon is caused by the lack of physiological constraints in the GAN models. We demon …
Eyes Tell All: Irregular Pupil Shapes Reveal GAN-generated …
Generative adversary network (GAN) generated high-realistic human faces have been used as profile images for fake social media accounts and are visually challenging to discern from real …
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