2 papers
cs.CV2026
From Sharp Eyes to Expert Mind: Internalizing Expert Knowledge in MLLMs for Tampered Text Detection
Kaiqing Lin, Songze Li, Shen Chen +8
Tampered Text Detection (TTD) is essential for safeguarding document authenticity in security-critical workflows. Existing expert models are effective at capturing subtle manipulat…
cs.CV2026
Evidence-Guided Detection, Localization and Explanation for Text-Centric Image Forensics
Peifeng Liu, Bin Li, Qingsong Zhang +3
The rapid progress of AIGC has made text-centric image manipulation increasingly accessible, creating new forensic challenges that require not only authenticity detection but also…