2 citations · 5 across the 7 of their papers we have counts for
5 papers · 1 filter
ViFA-Council: Multi-Agent LLM Deliberation for Vietnamese Folk Art Generation
Hai-Dang Nguyen, Minh-Phuong Pham, Thao Thi Phuong Dao +3
This paper presents ViFA-Council, a three-stage multi-agent framework that employs multiple large language models (LLMs) to tackle two culturally complex generative tasks: image ou…
EPEdit: Redefining Image Editing with Generative AI and User-Centric Design
Hoang-Phuc Nguyen, Dinh-Khoi Vo, Trong-Le Do +7
The demand for image manipulation has seen a significant increase recently. Traditional tools like Photoshop and Capture One, while powerful, require considerable expertise to use…
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…
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…