# Multi-class Music Classification on AudioSet Source: [Multi-class Music Classification on AudioSet]() Collection index: [llms.txt]() Data updated: 2026-05-28T07:31:29.438Z Evaluation of model performance on classifying music categories within the AudioSet dataset, measured using Accuracy. 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-class Music Classification | | Dataset (including any stated split) | AudioSet | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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 - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Multimodal | 58.71 | Not recorded | 68fa78c81e209131cea7a78d | | Multimodal | 52.1 | Not recorded | 68fa78c81e209131cea7a78d | | XGBOOST | 50 | Not recorded | 68fa78c81e209131cea7a78d | | EM-BANDED | 48.15 | Not recorded | 68fa78c81e209131cea7a78d | | XGBOOST | 48.15 | Not recorded | 68fa78c81e209131cea7a78d | | XGBOOST | 46.03 | Not recorded | 68fa78c81e209131cea7a78d | | EM-BANDED | 44.44 | Not recorded | 68fa78c81e209131cea7a78d | | XGBOOST | 38.89 | Not recorded | 68fa78c81e209131cea7a78d | | EM-BANDED | 37.04 | Not recorded | 68fa78c81e209131cea7a78d | | EM-BANDED | 37.04 | Not recorded | 68fa78c81e209131cea7a78d | | EM-BANDED | 35.19 | Not recorded | 68fa78c81e209131cea7a78d | | XGBOOST | 33.33 | Not recorded | 68fa78c81e209131cea7a78d | | EM-BANDED | 33.33 | Not recorded | 68fa78c81e209131cea7a78d | | XGBOOST | 31.48 | Not recorded | 68fa78c81e209131cea7a78d | ### Multimodal Accuracy: 58.71. Result ID: 6a17ee20fbc373592c1148fb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"Multimodal","Lyrics":"w/"}. This record does not assert independent reproduction. ### Multimodal Accuracy: 52.1. Result ID: 6a17ee20fbc373592c1148fc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"Multimodal","Lyrics":"w/o"}. This record does not assert independent reproduction. ### XGBOOST Accuracy: 50. Result ID: 6a17ee20fbc373592c114903. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"Domain-Expert","Lyrics":"w/"}. This record does not assert independent reproduction. ### EM-BANDED Accuracy: 48.15. Result ID: 6a17ee20fbc373592c114906. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"All-Features","Lyrics":"w/o"}. This record does not assert independent reproduction. ### XGBOOST Accuracy: 48.15. Result ID: 6a17ee20fbc373592c114907. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"All-Features","Lyrics":"w/"}. This record does not assert independent reproduction. ### XGBOOST Accuracy: 46.03. Result ID: 6a17ee20fbc373592c1148ff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"User-Friendly","Lyrics":"w/"}. This record does not assert independent reproduction. ### EM-BANDED Accuracy: 44.44. Result ID: 6a17ee20fbc373592c114905. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"All-Features","Lyrics":"w/"}. This record does not assert independent reproduction. ### XGBOOST Accuracy: 38.89. Result ID: 6a17ee20fbc373592c114908. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"All-Features","Lyrics":"w/o"}. This record does not assert independent reproduction. ### EM-BANDED Accuracy: 37.04. Result ID: 6a17ee20fbc373592c1148fd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"User-Friendly","Lyrics":"w/"}. This record does not assert independent reproduction. ### EM-BANDED Accuracy: 37.04. Result ID: 6a17ee20fbc373592c1148fe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"User-Friendly","Lyrics":"w/o"}. This record does not assert independent reproduction. ### EM-BANDED Accuracy: 35.19. Result ID: 6a17ee20fbc373592c114901. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"Domain-Expert","Lyrics":"w/"}. This record does not assert independent reproduction. ### XGBOOST Accuracy: 33.33. Result ID: 6a17ee20fbc373592c114900. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"User-Friendly","Lyrics":"w/o"}. This record does not assert independent reproduction. ### EM-BANDED Accuracy: 33.33. Result ID: 6a17ee20fbc373592c114902. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"Domain-Expert","Lyrics":"w/o"}. This record does not assert independent reproduction. ### XGBOOST Accuracy: 31.48. Result ID: 6a17ee20fbc373592c114904. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"Domain-Expert","Lyrics":"w/o"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.