# Multi-track Music Generation on MUSDB18 Source: [Multi-track Music Generation on MUSDB18]() Collection index: [llms.txt]() Data updated: 2026-03-04T13:14:05.929Z Evaluation of multi-track music generation models on the MUSDB18 dataset, assessed using objective metrics like CBS, CBD, and IRS scores. 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-track Music Generation | | Dataset (including any stated split) | MUSDB18 | | Metric | CBS | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 5 of 5 | | 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 - [CBS](): Higher is better; unit: SCALAR. - [CBD Mean](): Higher is better; unit: SCALAR. - [CBD Std Dev](): Higher is better; unit: SCALAR. - [CBD Median](): Higher is better; unit: SCALAR. - [IRS (B)](): Higher is better; unit: SCALAR. - [IRS (D)](): Higher is better; unit: SCALAR. - [IRS (G)](): Higher is better; unit: SCALAR. - [IRS (P)](): Higher is better; unit: SCALAR. ## Recorded results | Method | CBS | Result date | Report paper | | --- | --- | --- | --- | | Slakh2100 | 0.574 | Not recorded | 69a66c142d603e6de3e3cdaa | | SyncTrack | 0.521 | Not recorded | 69a66c142d603e6de3e3cdaa | | MUSDB18 | 0.512 | Not recorded | 69a66c142d603e6de3e3cdaa | | MSDM | 0.469 | Not recorded | 69a66c142d603e6de3e3cdaa | | MSG-LD | 0.386 | Not recorded | 69a66c142d603e6de3e3cdaa | ### Slakh2100 CBS: 0.574. Result ID: 69a830066dbb7075b94e96d5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SyncTrack CBS: 0.521. Result ID: 69a830066dbb7075b94e96d3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MUSDB18 CBS: 0.512. Result ID: 69a830066dbb7075b94e96d4. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MSDM CBS: 0.469. Result ID: 69a830066dbb7075b94e96d2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MSG-LD CBS: 0.386. Result ID: 69a830066dbb7075b94e96d1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.