# Environmental Sound Classification on Beehive states Source: [Environmental Sound Classification on Beehive states]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:06:40.008Z Evaluation of Environmental Sound Classification performance on the Beehive states dataset, typically measured by Top-1 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 | Environmental sound classification | | Dataset (including any stated split) | Beehive states | | Metric | Top-1 Acc | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 11 of 11 | | 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 - [Top-1 Acc](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Acc | Result date | Report paper | | --- | --- | --- | --- | | BYOL-S | 59.7 | Not recorded | 68fa6dba1e209131cea3b9bf | | BYOL-S | 57.5 | Not recorded | 68fa6dba1e209131cea3b9bf | | BYOL-S | 56.5 | Not recorded | 68fa6dba1e209131cea3b9bf | | BYOL-S++ | 55 | Not recorded | 68fa6dba1e209131cea3b9bf | | BYOL-S | 53.5 | Not recorded | 68fa6dba1e209131cea3b9bf | | Hybrid BYOL-S/Default | 53 | Not recorded | 68fa6dba1e209131cea3b9bf | | BYOL-S | 52.8 | Not recorded | 68fa6dba1e209131cea3b9bf | | BYOL-S | 52.8 | Not recorded | 68fa6dba1e209131cea3b9bf | | BYOL-S | 51.4 | Not recorded | 68fa6dba1e209131cea3b9bf | | CREPE | 50.4 | Not recorded | 68fa6dba1e209131cea3b9bf | | BYOL-A | 48.8 | Not recorded | 68fa6dba1e209131cea3b9bf | ### BYOL-S Top-1 Acc: 59.7. Result ID: 698fe1cd3a6c314849fc890e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"window size (s)":"0.5"}. This record does not assert independent reproduction. ### BYOL-S Top-1 Acc: 57.5. Result ID: 698fe1cd3a6c314849fc890f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"window size (s)":"0.95"}. This record does not assert independent reproduction. ### BYOL-S Top-1 Acc: 56.5. Result ID: 698fe1cd3a6c314849fc8910. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"window size (s)":"1.425"}. This record does not assert independent reproduction. ### BYOL-S++ Top-1 Acc: 55. Result ID: 698fe1cd3a6c314849fc890d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BYOL-S Top-1 Acc: 53.5. Result ID: 698fe1cd3a6c314849fc8911. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"window size (s)":"2"}. This record does not assert independent reproduction. ### Hybrid BYOL-S/Default Top-1 Acc: 53. Result ID: 698fe1cd3a6c314849fc8914. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BYOL-S Top-1 Acc: 52.8. Result ID: 698fe1cd3a6c314849fc890c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BYOL-S Top-1 Acc: 52.8. Result ID: 698fe1cd3a6c314849fc8912. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"encoder":"Resnetish-34"}. This record does not assert independent reproduction. ### BYOL-S Top-1 Acc: 51.4. Result ID: 698fe1cd3a6c314849fc8913. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"encoder":"CLSTM"}. This record does not assert independent reproduction. ### CREPE Top-1 Acc: 50.4. Result ID: 698fe1cd3a6c314849fc890a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BYOL-A Top-1 Acc: 48.8. Result ID: 698fe1cd3a6c314849fc890b. [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.