PROVE · Vibeset

Choon

Audio fingerprinting and provenance, built for repeated scanning

A hybrid identifier: Shazam-style spectral landmarks for the fast path, a 27.7M-parameter Conformer embedding model (FAISS + temporal alignment) when the audio has been mangled — plus audio watermarking with C2PA signed manifests for provenance. Benchmarked at 66,000-track scale for a major music label evaluation.

recall@1 @ 66k tracks 76.9% · params 27.7M (−42%) · core conditions 93.8%

Run the real stress test ↳ The 66k-track case note ↳