ForensicsTok turns image manipulation localization into autoregressive token generation with a smoothing decoder and multi-scale forensic feature fusion, showing gains over MLLM baselines and slight gains over expert models on six benchmarks.
Imd2020: A large-scale annotated dataset tailored for detecting manipulated images
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ForensicsTok: Forensics-Guided Tokenized Modeling for Image Tampering Localization
ForensicsTok turns image manipulation localization into autoregressive token generation with a smoothing decoder and multi-scale forensic feature fusion, showing gains over MLLM baselines and slight gains over expert models on six benchmarks.