# Multi-label Sound Event Classification on FSD50K Source: [Multi-label Sound Event Classification on FSD50K]() Collection index: [llms.txt]() Data updated: 2026-06-25T08:03:22.657Z Evaluation of multi-label sound event classification performance on the FSD50K dataset, typically measured by mean Average Precision (mAP). 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-label sound event classification | | Dataset (including any stated split) | FSD50K | | Metric | mAP | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 13 of 13 | | 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 - [mAP](): Higher is better; unit: PERCENT. ## Recorded results | Method | mAP | Result date | Report paper | | --- | --- | --- | --- | | MJEPA ViT-g + data scaling | 65.8 | Not recorded | 6a3cb63e206542251d7ca6ca | | MJEPA ViT-L + data scaling | 65.5 | Not recorded | 6a3cb63e206542251d7ca6ca | | MJEPA ViT-L | 63.9 | Not recorded | 6a3cb63e206542251d7ca6ca | | EquiAV | 62.6 | Not recorded | 6a3cb63e206542251d7ca6ca | | XKD | 58.5 | Not recorded | 6a3cb63e206542251d7ca6ca | | SSLAM | 57.9 | Not recorded | 6a3cb63e206542251d7ca6ca | | EquiAV | 57.9 | Not recorded | 6a3cb63e206542251d7ca6ca | | SPEAR | 57.1 | Not recorded | 6a3cb63e206542251d7ca6ca | | Dasheng-1.2B | 56.9 | Not recorded | 6a3cb63e206542251d7ca6ca | | CAV-MAE Sync | 55.5 | Not recorded | 6a3cb63e206542251d7ca6ca | | XKD | 51.5 | Not recorded | 6a3cb63e206542251d7ca6ca | | CAV-MAE | 46.1 | Not recorded | 6a3cb63e206542251d7ca6ca | | AJEPA | 43.9 | Not recorded | 6a3cb63e206542251d7ca6ca | ### MJEPA ViT-g + data scaling mAP: 65.8. Result ID: 6a3ce0b8fbc373592c51efff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation protocol":"Frozen feature probing","Params":"1B","Modality":"A+V","Pre-train data":"AS+VM2M"}. This record does not assert independent reproduction. ### MJEPA ViT-L + data scaling mAP: 65.5. Result ID: 6a3ce0b8fbc373592c51effe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation protocol":"Frozen feature probing","Params":"300M","Modality":"A+V","Pre-train data":"AS+VM2M"}. This record does not assert independent reproduction. ### MJEPA ViT-L mAP: 63.9. Result ID: 6a3ce0b8fbc373592c51effd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation protocol":"Frozen feature probing","Params":"300M","Modality":"A+V","Pre-train data":"AS"}. This record does not assert independent reproduction. ### EquiAV mAP: 62.6. Result ID: 6a3ce0b8fbc373592c51f001. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation protocol":"Full-model finetuning","Params":"170M","Modality":"A+V","Pre-train data":"AS"}. This record does not assert independent reproduction. ### XKD mAP: 58.5. Result ID: 6a3ce0b8fbc373592c51f000. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation protocol":"Full-model finetuning","Params":"170M","Modality":"A+V","Pre-train data":"AS"}. This record does not assert independent reproduction. ### SSLAM mAP: 57.9. Result ID: 6a3ce0b8fbc373592c51eff6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation protocol":"Frozen feature probing","Params":"88M","Modality":"A","Pre-train data":"AS"}. This record does not assert independent reproduction. ### EquiAV mAP: 57.9. Result ID: 6a3ce0b8fbc373592c51effb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation protocol":"Frozen feature probing","Params":"170M","Modality":"A+V","Pre-train data":"AS"}. This record does not assert independent reproduction. ### SPEAR mAP: 57.1. Result ID: 6a3ce0b8fbc373592c51eff7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation protocol":"Frozen feature probing","Params":"600M","Modality":"A","Pre-train data":"197k hrs mix"}. This record does not assert independent reproduction. ### Dasheng-1.2B mAP: 56.9. Result ID: 6a3ce0b8fbc373592c51eff8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation protocol":"Frozen feature probing","Params":"1.2B","Modality":"A","Pre-train data":"272k hrs mix"}. This record does not assert independent reproduction. ### CAV-MAE Sync mAP: 55.5. Result ID: 6a3ce0b8fbc373592c51effc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation protocol":"Frozen feature probing","Params":"170M","Modality":"A+V","Pre-train data":"AS"}. This record does not assert independent reproduction. ### XKD mAP: 51.5. Result ID: 6a3ce0b8fbc373592c51effa. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation protocol":"Frozen feature probing","Params":"170M","Modality":"A+V","Pre-train data":"AS"}. This record does not assert independent reproduction. ### CAV-MAE mAP: 46.1. Result ID: 6a3ce0b8fbc373592c51eff9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation protocol":"Frozen feature probing","Params":"170M","Modality":"A+V","Pre-train data":"IN+AS"}. This record does not assert independent reproduction. ### AJEPA mAP: 43.9. Result ID: 6a3ce0b8fbc373592c51eff5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation protocol":"Frozen feature probing","Params":"85M","Modality":"A","Pre-train data":"AS"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.