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The GenImage dataset, a large-scale benchmark based on ImageNet-1k, was selected for this study . Unlike prior datasets focusing on specific deepfakes like faces, GenImage includes diverse categories generated by eight different models, ranging from GANs like BigGAN to diffusion models like Stable Diffusion and Midjourney . The dataset maintains a balanced distribution of real and fake images with high resolutions, providing an ideal foundation for training a robust model capable of generalizing across various generative techniques. |