Jonas Ricker, M.Sc.

Research Interests

  • Deepfake detection and multimedia forensics
  • Security implications of generative AI
  • Machine learning security

Publications

2024

Proceedings Article

AI-Generated Faces in the Real World: A Large-Scale Case Study of Twitter Profile Images

Jonas Ricker, Dennis Assenmacher, Thorsten Holz, Asja Fischer, Erwin Quiring

In: International Symposium on Research in Attacks, Intrusions, and Defenses (RAID), 2024.

Links

Proceedings Article

AEROBLADE: Training-Free Detection of Latent Diffusion Images Using Autoencoder Reconstruction Error

Jonas Ricker, Denis Lukovnikov, Asja Fischer

In: IEEE/CVF Computer Vision and Pattern Recognition Conference (CVPR), 2024.

Links

Artikel

Fake It Until You Break It: On the Adversarial Robustness of AI-generated Image Detectors

Sina Mavali, Jonas Ricker, David Pape, Yash Sharma, Asja Fischer, Lea Schönherr

In: arXiv Preprint, 2024.

Links

Proceedings Article

Single-Model Attribution of Generative Models Through Final-Layer Inversion

Mike Laszkiewicz, Jonas Ricker, Johannes Lederer, Asja Fischer

In: International Conference on Machine Learning (ICML), 2024.

Links

Proceedings Article

Towards the Detection of Diffusion Model Deepfakes

Jonas Ricker, Simon Damm, Thorsten Holz, Asja Fischer

In: International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (VISIGRAPP), 2024.

Links

Proceedings Article

A Representative Study on Human Detection of Artificially Generated Media Across Countries

Joel Frank, Franziska Herbert, Jonas Ricker, Lea Schönherr, Thorsten Eisenhofer, Asja Fischer, Markus Dürmuth, Thorsten Holz

In: IEEE Symposium on Security and Privacy (S&P), 2024.

Links