ResearchBenchmarksAI-generated video detection on Hailuo Frontier Commercial GeneratorsAI-generated video detection on Hailuo Frontier Commercial GeneratorsFollow91.55AccuracySpecSem-Net53.080463.067773.05583.0423May 17, 2026Evaluation resultsMethodMethodLinksAccuracyF1 ScoreAPSpecSem-Net2026.0591.5585.3993.65ResNet502026.0580.2382.5586.99VideoMAE2026.0574.6672.785.22Qwen-2.52026.0559.7639.25—FreqNet2026.0558.9167.4572.21DeMamba2026.0558.0363.3472.48D32026.0554.5666.9467.52