Arian Beckmann
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High-quality deepfakes have a heart! Open
Introduction Deepfakes have become ubiquitous in our modern society, with both their quantity and quality increasing. The current evolution of image generation techniques makes the detection of manipulated content through visual inspection…
View article: Gaussian Splatting Decoder for 3D-aware Generative Adversarial Networks
Gaussian Splatting Decoder for 3D-aware Generative Adversarial Networks Open
NeRF-based 3D-aware Generative Adversarial Networks (GANs) like EG3D or GIRAFFE have shown very high rendering quality under large representational variety. However, rendering with Neural Radiance Fields poses challenges for 3D application…
Fooling State-of-the-art Deepfake Detection with High-quality Deepfakes Open
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Fooling State-of-the-Art Deepfake Detection with High-Quality Deepfakes Open
Due to the rising threat of deepfakes to security and privacy, it is most important to develop robust and reliable detectors. In this paper, we examine the need for high-quality samples in the training datasets of such detectors. According…