DeCoF: Generated Video Detection via Frame Consistency

The escalating quality of video generated by advanced video generation methods leads to new security challenges in society, which makes generated video detection an urgent research priority.To foster collaborative research in this area, we construct the first open-source dataset explicitly for generated video detection, providing a valuable resource for the community to benchmark and improve detection methodologies. Through a series of carefully designed probe experiments, our study explores the significance of temporal and spatial artifacts in developing general and robust …

advanced benchmark challenges collaborative community construct cs.ai cs.cv dataset detection generated leads quality research security security challenges society via video video generation