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#generative ai Book Open access Nov 2026

Training-Free Detection of AI-Generated Images Based on Coherence Analysis of Image Representations

This work proposes a training-free framework for AI-generated image detection based on perturbation-induced representation coherence, and achieves the highest mean AUROC among the evaluated training-free methods, while remaining competitive with training-based approaches.

Ji Li, Kai Wang · 0 citations

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