# Single-label environmental sound classification on ESC-50 Source: [Single-label environmental sound classification on ESC-50]() Collection index: [llms.txt]() Data updated: 2026-06-25T08:03:22.619Z Evaluation of single-label environmental sound classification performance on the ESC-50 dataset, typically reported 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 | Single-label environmental sound classification | | Dataset (including any stated split) | ESC-50 | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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 | | --- | --- | --- | --- | | MJEPA ViT-g + data scaling | 96.9 | Not recorded | 6a3cb63e206542251d7ca6ca | | MJEPA ViT-L + data scaling | 96.8 | Not recorded | 6a3cb63e206542251d7ca6ca | | XKD | 96.5 | Not recorded | 6a3cb63e206542251d7ca6ca | | AJEPA | 96.3 | Not recorded | 6a3cb63e206542251d7ca6ca | | SSLAM | 96.2 | Not recorded | 6a3cb63e206542251d7ca6ca | | EquiAV | 96 | Not recorded | 6a3cb63e206542251d7ca6ca | | MJEPA ViT-L | 95.2 | Not recorded | 6a3cb63e206542251d7ca6ca | | MAViL | 94.4 | Not recorded | 6a3cb63e206542251d7ca6ca | | XKD | 93.6 | Not recorded | 6a3cb63e206542251d7ca6ca | | SSLAM | 93.2 | Not recorded | 6a3cb63e206542251d7ca6ca | | EquiAV | 93.2 | Not recorded | 6a3cb63e206542251d7ca6ca | | Dasheng-1.2B | 92.2 | Not recorded | 6a3cb63e206542251d7ca6ca | | MAViL | 90.8 | Not recorded | 6a3cb63e206542251d7ca6ca | | SPEAR | 89.4 | Not recorded | 6a3cb63e206542251d7ca6ca | | CAV-MAE Sync | 89.2 | Not recorded | 6a3cb63e206542251d7ca6ca | | CAV-MAE | 77.5 | Not recorded | 6a3cb63e206542251d7ca6ca | | AJEPA | 74.4 | Not recorded | 6a3cb63e206542251d7ca6ca | ### MJEPA ViT-g + data scaling Accuracy: 96.9. Result ID: 6a3ce0b8fbc373592c51efef. [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 Accuracy: 96.8. Result ID: 6a3ce0b8fbc373592c51efee. [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. ### XKD Accuracy: 96.5. Result ID: 6a3ce0b8fbc373592c51eff3. [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. ### AJEPA Accuracy: 96.3. Result ID: 6a3ce0b8fbc373592c51eff0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation protocol":"Full-model finetuning","Params":"85M","Modality":"A","Pre-train data":"AS"}. This record does not assert independent reproduction. ### SSLAM Accuracy: 96.2. Result ID: 6a3ce0b8fbc373592c51eff1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation protocol":"Full-model finetuning","Params":"88M","Modality":"A","Pre-train data":"AS"}. This record does not assert independent reproduction. ### EquiAV Accuracy: 96. Result ID: 6a3ce0b8fbc373592c51eff4. [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. ### MJEPA ViT-L Accuracy: 95.2. Result ID: 6a3ce0b8fbc373592c51efed. [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. ### MAViL Accuracy: 94.4. Result ID: 6a3ce0b8fbc373592c51eff2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation protocol":"Full-model finetuning","Params":"170M","Modality":"A+V","Pre-train data":"IN+AS"}. This record does not assert independent reproduction. ### XKD Accuracy: 93.6. Result ID: 6a3ce0b8fbc373592c51efea. [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. ### SSLAM Accuracy: 93.2. Result ID: 6a3ce0b8fbc373592c51efe5. [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 Accuracy: 93.2. Result ID: 6a3ce0b8fbc373592c51efeb. [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. ### Dasheng-1.2B Accuracy: 92.2. Result ID: 6a3ce0b8fbc373592c51efe7. [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. ### MAViL Accuracy: 90.8. Result ID: 6a3ce0b8fbc373592c51efe9. [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. ### SPEAR Accuracy: 89.4. Result ID: 6a3ce0b8fbc373592c51efe6. [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. ### CAV-MAE Sync Accuracy: 89.2. Result ID: 6a3ce0b8fbc373592c51efec. [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. ### CAV-MAE Accuracy: 77.5. Result ID: 6a3ce0b8fbc373592c51efe8. [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 Accuracy: 74.4. Result ID: 6a3ce0b8fbc373592c51efe4. [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.