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cs.CV2026
Out-of-distribution AI-generated image detection with zero-phase deconvolution for residual whitening
Yusuf Yigit Pilavcı, Antoine Mallet, Vincent Itier +3
Current AI-generated image detection methods struggle in out-of-distribution testing conditions because detectors are usually not robust when evaluated on generators not included i…
cs.CV2025
DinoLizer: Separating VAE and Diffusion Artifacts in Generative Inpainting Localization
Minh Thong Doi, Vincent Itier, Jan Butora +2
We introduce DinoLizer, a DINOv2-based localizer of manipulated areas in generative inpainting. The model is trained to focus on semantically altered regions by treating reconstruc…