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GAN-generated Faces Detection: A Survey and New Perspectives, Zdroj: WANG,…
GAN-generated Faces Detection: A Survey and New Perspectives
Deep Learning-based Methods🧠
Deep Neural Network (DNN) 🖇️
Color image statistics 📊
Chrominance❤️🔥
Luminance🚨
Detection in real-life scenarios 🏞️
Learning 🎓
One-shot 1️⃣
Advanced 🎯
Incremental 💕
Difficulty Analysis
Visible and invisible artifacts 😶🌫️
Physical-based Methods 🏋🏼♂️
Artifacts or inconsistencies ❓
illumination ☀️
Reflections in perspective 🪞
Image tampering 🛠️
Inconsistencies between two eyes 👁️👁️
Specular reflection ✨
Missing ❌ or showing as white blob ⚪️
Physiological-based Methods 🩻
Symmetry ⭕️
Pupil shapes ⚫️
Iris colour 🌈
Human Visual Performance 🎭
Training🏫
Visual cues👀
Zdroj: WANG, Xin, GUO, Hui, HU, Shu, CHANG, Ming-Ching and LYU, Siwei. GAN-generated Faces Detection: A Survey and New Perspectives. Online. P. 1-10. [Accessed 23 April 2024]. DOI 10.48550/arXiv.2202.07145.