On relevant BBC Rewind queries, a zero-shot pipeline of PyAnnote diarisation plus ECAPA or TitaNet embeddings reaches about 86 to 87% P@1 and tolerates many distortions.
An Overview of Recent Work in Media Forensics: Methods and Threats
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abstract
In this paper, we review recent work in media forensics for digital images, video, audio (specifically speech), and documents. For each data modality, we discuss synthesis and manipulation techniques that can be used to create and modify digital media. We then review technological advancements for detecting and quantifying such manipulations. Finally, we consider open issues and suggest directions for future research.
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Speaker Retrieval in the Wild: Challenges, Effectiveness and Robustness
On relevant BBC Rewind queries, a zero-shot pipeline of PyAnnote diarisation plus ECAPA or TitaNet embeddings reaches about 86 to 87% P@1 and tolerates many distortions.