Detection, Attribution and Localization of GAN Generated Images
Citations
3,940 citations
37 citations
Cites background from "Detection, Attribution and Localiza..."
...The second category of GAN synthesized face detection methods are of data-driven nature [20, 21, 22, 23, 24], where a deep neural network model is trained and employed to classify real and GAN-synthesized faces....
[...]
30 citations
24 citations
21 citations
References
123,388 citations
111,197 citations
"Detection, Attribution and Localiza..." refers methods in this paper
...5 and all training was done using an Adam optimizer [41], learning rate of 10−4, and cross-entropy loss....
[...]
73,978 citations
55,235 citations
"Detection, Attribution and Localiza..." refers background or methods in this paper
...The advent of Convolutional Neural Networks (CNNs) [42, 71] has...
[...]
...First we evaluate our method on different well known CNN architectures: VGG16 [71], ResNet50 and ResNet101 [27],ResNet50V2,...
[...]
...First we evaluate our method on different well known CNN architectures: VGG16 [71], ResNet50 and ResNet101 [27],ResNet50V2, ResNet101V2 and ResNet152V2 [28], InceptionV3 and InceptionResNetV2 [74], and Xception [15]....
[...]
49,914 citations