A new open-set neural codec source tracing benchmark and dataset shows strong in-distribution classification and OOD detection, but poor generalization to unseen real audio.
To this end, we first constructed the ST-codecfake dataset and used it to train three baseline NCST models, which were then tested in ID close-set and OOD open-set conditions
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.SD 1years
2025 1verdicts
CONDITIONAL 1representative citing papers
citing papers explorer
-
Neural Codec Source Tracing: Toward Comprehensive Attribution in Open-Set Condition
A new open-set neural codec source tracing benchmark and dataset shows strong in-distribution classification and OOD detection, but poor generalization to unseen real audio.