# Music Reconstruction on MUSDB18 Source: [Music Reconstruction on MUSDB18]() Collection index: [llms.txt]() Data updated: 2026-05-28T08:07:07.066Z Evaluation of Music Reconstruction performance on the MUSDB18 dataset using Mel-16k and STFT-16k metrics. 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 | Music Reconstruction | | Dataset (including any stated split) | MUSDB18 | | Metric | Mel-16k Score | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 - [Mel-16k Score](): Higher is better; unit: SCALAR. - [STFT-16k Score](): Higher is better; unit: SCALAR. ## Recorded results | Method | Mel-16k Score | Result date | Report paper | | --- | --- | --- | --- | | XCodec 2.0 | 1.273 | Not recorded | 69a5195d2d603e6de3e3c73d | | SNAC | 1.242 | Not recorded | 69a5195d2d603e6de3e3c73d | | SNAC | 1.172 | Not recorded | 6a17cc2bdbd7150506f813ec | | XY-Tokenizer | 1.138 | Not recorded | 6a17cc2bdbd7150506f813ec | | DAC | 0.965 | Not recorded | 69a5195d2d603e6de3e3c73d | | LoSATok | 0.712 | Not recorded | 6a17cc2bdbd7150506f813ec | | XY-Tokenizer | 0.607 | Not recorded | 69a5195d2d603e6de3e3c73d | | DAC | 0.578 | Not recorded | 6a17cc2bdbd7150506f813ec | | Ming-UniAudio | 0.472 | Not recorded | 6a17cc2bdbd7150506f813ec | | MingTok-Audio | 0.432 | Not recorded | 69a5195d2d603e6de3e3c73d | | DashengTokenizer | 0.329 | Not recorded | 6a17cc2bdbd7150506f813ec | | DashengTokenizer | 0.293 | Not recorded | 69a5195d2d603e6de3e3c73d | | EzAudio | 0.259 | Not recorded | 6a17cc2bdbd7150506f813ec | | EzAudio | 0.258 | Not recorded | 69a5195d2d603e6de3e3c73d | | UniFlow-Audio | 0.232 | Not recorded | 69a5195d2d603e6de3e3c73d | | UniFlow-Audio | 0.232 | Not recorded | 6a17cc2bdbd7150506f813ec | ### XCodec 2.0 Mel-16k Score: 1.273. Result ID: 69c68d8a47f34ce924b0cbd2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framerate":"50"}. This record does not assert independent reproduction. ### SNAC Mel-16k Score: 1.242. Result ID: 69c68d8a47f34ce924b0cbd1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SNAC Mel-16k Score: 1.172. Result ID: 6a17f796fbc373592c119001. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RTF":"0.0019"}. This record does not assert independent reproduction. ### XY-Tokenizer Mel-16k Score: 1.138. Result ID: 6a17f796fbc373592c119002. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Frame Rate":"12.5","RTF":"0.0099"}. This record does not assert independent reproduction. ### DAC Mel-16k Score: 0.965. Result ID: 69c68d8a47f34ce924b0cbd0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Framerate":"50"}. This record does not assert independent reproduction. ### LoSATok Mel-16k Score: 0.712. Result ID: 6a17f796fbc373592c119007. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Frame Rate":"25","RTF":"0.0033"}. This record does not assert independent reproduction. ### XY-Tokenizer Mel-16k Score: 0.607. Result ID: 69c68d8a47f34ce924b0cbcf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framerate":"12.5"}. This record does not assert independent reproduction. ### DAC Mel-16k Score: 0.578. Result ID: 6a17f796fbc373592c119000. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Frame Rate":"50","RTF":"0.0043"}. This record does not assert independent reproduction. ### Ming-UniAudio Mel-16k Score: 0.472. Result ID: 6a17f796fbc373592c119005. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Frame Rate":"50","RTF":"0.0050"}. This record does not assert independent reproduction. ### MingTok-Audio Mel-16k Score: 0.432. Result ID: 69c68d8a47f34ce924b0cbd5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framerate":"50"}. This record does not assert independent reproduction. ### DashengTokenizer Mel-16k Score: 0.329. Result ID: 6a17f796fbc373592c119006. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Frame Rate":"25","RTF":"0.0034"}. This record does not assert independent reproduction. ### DashengTokenizer Mel-16k Score: 0.293. Result ID: 69c68d8a47f34ce924b0cbd6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framerate":"25"}. This record does not assert independent reproduction. ### EzAudio Mel-16k Score: 0.259. Result ID: 6a17f796fbc373592c119003. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Frame Rate":"50","RTF":"0.0054"}. This record does not assert independent reproduction. ### EzAudio Mel-16k Score: 0.258. Result ID: 69c68d8a47f34ce924b0cbd3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framerate":"50"}. This record does not assert independent reproduction. ### UniFlow-Audio Mel-16k Score: 0.232. Result ID: 69c68d8a47f34ce924b0cbd4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framerate":"50"}. This record does not assert independent reproduction. ### UniFlow-Audio Mel-16k Score: 0.232. Result ID: 6a17f796fbc373592c119004. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Frame Rate":"50","RTF":"0.0167"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.