AI RESEARCH
Evidence Packing for Cross-Domain Image Deepfake Detection with LVLMs
arXiv CS.CV
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ArXi:2603.17761v1 Announce Type: new Image Deepfake Detection (IDD) separates manipulated images from authentic ones by spotting artifacts of synthesis or tampering. Although large vision-language models (LVLMs) offer strong image understanding, adapting them to IDD often demands costly fine-tuning and generalizes poorly to diverse, evolving manipulations. We propose the Semantic Consistent Evidence Pack (SCEP), a