Sheng-Feng He

Temporal Slice Learning for AI-Generated Video Detection with 400$\times$ Fewer FLOPs

Recent advances in generative video models have improved visual realism, making detection increasingly dependent on subtle temporal inconsistencies. However, these signals are weak and spatially localized, while most of the video content is redundant. This creates a fundamental mismatch: existing detectors rely on heav...