4 papers
EDGER: EDge-Guided with HEatmap Refinement for Generalizable Image Forgery Localization
Minh-Khoa Le-Phan, Minh-Hoang Le, Minh-Triet Tran +1
Text-guided inpainting has made image forgery increasingly realistic, challenging both SID and IFL. However, existing methods often struggle to point out suspicious signals across…
EditSleuth: A Dataset of Grounded Reasoning Chains for Image-Edit Forensics
Van-Loc Nguyen, AprilPyone MaungMaung, Minh-Triet Tran +1
Forensic analysis of AI-edited images requires more than binary real-versus-fake prediction: a useful system should localize the edit, identify its semantic type, and ground its de…
Robust Deepfake Detection: Mitigating Spatial Attention Drift via Calibrated Complementary Ensembles
Minh-Khoa Le-Phan, Minh-Hoang Le, Trong-Le Do +1
Current deepfake detection models achieve state-of-the-art performance on pristine academic datasets but suffer severe spatial attention drift under real-world compound degradation…
Robust Deepfake Detection, NTIRE 2026 Challenge: Report
Benedikt Hopf, Radu Timofte, Chenfan Qu +54
Robustness is a long-overlooked problem in deepfake detection. However, detection performance is nearly worthless in the real world if it suffers under exposure to even slight imag…