# Multi-instrument Timbre Transfer on CocoChorales cross-timbre transfer Source: [Multi-instrument Timbre Transfer on CocoChorales cross-timbre transfer]() Collection index: [llms.txt]() Data updated: 2026-05-12T11:33:45.560Z Evaluation of models performing multi-instrument timbre transfer on the CocoChorales cross-timbre transfer dataset, measured using objective metrics like FAD, JD, and CCS. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Multi-instrument timbre transfer | | Dataset (including any stated split) | CocoChorales cross-timbre transfer | | Metric | FAD | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 6 of 6 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [FAD](): Lower is better; unit: SCALAR. - [JD](): Lower is better; unit: SCALAR. - [MFCC Cosine](): Lower is better; unit: SCALAR. - [Confidence](): Higher is better; unit: SCALAR. - [FAD (Mean)](): Lower is better; unit: SCALAR. - [CCS](): Higher is better; unit: SCALAR. ## Recorded results | Method | FAD | Result date | Report paper | | --- | --- | --- | --- | | w/o Ldiv | 0.087 | Not recorded | 6a02b461dbc836b87d824a6a | | MixtureTT | 0.255 | Not recorded | 6a02b461dbc836b87d824a6a | | w/o Lcls | 0.272 | Not recorded | 6a02b461dbc836b87d824a6a | | Single-stem | 0.304 | Not recorded | 6a02b461dbc836b87d824a6a | | CTD | 0.605 | Not recorded | 6a02b461dbc836b87d824a6a | | SS-VAE | 0.643 | Not recorded | 6a02b461dbc836b87d824a6a | ### w/o Ldiv FAD: 0.087. Result ID: 6a03100a47f34ce924e6e6ac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ablation":"Remove diversity loss"}. This record does not assert independent reproduction. ### MixtureTT FAD: 0.255. Result ID: 6a03100a47f34ce924e6e6ae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input":"Polyphonic mixture"}. This record does not assert independent reproduction. ### w/o Lcls FAD: 0.272. Result ID: 6a03100a47f34ce924e6e6ab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ablation":"Remove classifier adversary loss"}. This record does not assert independent reproduction. ### Single-stem FAD: 0.304. Result ID: 6a03100a47f34ce924e6e6ad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"Single DiT","Input":"Isolated stems"}. This record does not assert independent reproduction. ### CTD FAD: 0.605. Result ID: 6a03100a47f34ce924e6e6aa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input":"Isolated stems"}. This record does not assert independent reproduction. ### SS-VAE FAD: 0.643. Result ID: 6a03100a47f34ce924e6e6a9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input":"Isolated stems"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.