A frequency-spatial-temporal deepfake detection framework with parameter-free spatial attention
Deepfake detection in heavily compressed videos is still challenging because compression often suppresses subtle forgery cues relied upon by existing methods. Existing detectors are observed to rely on frame-level spatial artifacts or computationally expensive spatiotemporal backbones, limiting robustness or efficiency...