context: biden talking about magical pistachio

Conclusion

• Both the Video (LipSync) & Audio (RVC) appear to be manipulated using AI tools

Detailed Results

Step 1: Frame-only Deepfake check (Video check)

• Observations:
  • Keeping aside a few mis-predictions, rest of the video appears to have clear AI manipulations
  • Technique used: LipSync done (using tools similar to wav2lip/synclabs etc)
• Mean score : 0.044 ( quite below threshold)
• Final classification : AI manipulated frames detected

Step 2: AudioSpoof check on Clean section (Audio check)

• Observations:
  • Technique used: AI voice cloning & voice conversion used like RVC (retrieval voice conversion)
• Mean score : -3.418 ( below threshold)
• Final classification : Audio Spoof detected with high confidence