3 papers
cs.CV2026
DDNet: A Dual-Stream Graph Learning and Disentanglement Framework for Temporal Forgery Localization
Boyang Zhao, Xin Liao, Jiaxin Chen +2
The rapid evolution of AIGC technology enables misleading viewers by tampering mere small segments within a video, rendering video-level detection inaccurate and unpersuasive. Cons…
cs.CV2025
LDR-Net: A Novel Framework for AI-generated Image Detection via Localized Discrepancy Representation
JiaXin Chen, Miao Hu, DengYong Zhang +2
With the rapid advancement of generative models, the visual quality of generated images has become nearly indistinguishable from the real ones, posing challenges to content authent…
cs.CV2025
GC-ConsFlow: Leveraging Optical Flow Residuals and Global Context for Robust Deepfake Detection
Jiaxin Chen, Miao Hu, Dengyong Zhang +1
The rapid development of Deepfake technology has enabled the generation of highly realistic manipulated videos, posing severe social and ethical challenges. Existing Deepfake detec…