A streaming detector that reads codec motion vectors from the compressed bitstream achieves anytime-valid false-positive control with a single fixed threshold and a priced deferral frontier at about 10^5 MACs per GOP.
DeMamba: AI-generated video detection on million-scale GenVideo benchmark.Science China Information Sciences, 69(6):162103, May 2026
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Detect Early, Escalate Rarely: Anytime Detection of AI-Generated Video from the Compressed Bitstream
A streaming detector that reads codec motion vectors from the compressed bitstream achieves anytime-valid false-positive control with a single fixed threshold and a priced deferral frontier at about 10^5 MACs per GOP.