# Spotting on SAMMLV Source: [Spotting on SAMMLV]() Collection index: [llms.txt]() Data updated: 2026-06-30T08:25:02.405Z Evaluation of Spotting performance on the SAMMLV dataset, measured using F1 score. 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 | Spotting | | Dataset (including any stated split) | SAMMLV | | Metric | F1 Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 7 of 7 | | 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 - [F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | F1 Score | Result date | Report paper | | --- | --- | --- | --- | | FEDN | 44.7 | Not recorded | 68fa77f01e209131cea76239 | | SpotFormer | 44.5 | Not recorded | 68fa77f01e209131cea76239 | | AUW-GCN | 42.9 | Not recorded | 68fa77f01e209131cea76239 | | Tan et al. | 42.3 | Not recorded | 68fa77f01e209131cea76239 | | LGSNet | 38.8 | Not recorded | 68fa77f01e209131cea76239 | | MTSN | 34.6 | Not recorded | 68fa77f01e209131cea76239 | | LSSNet | 28.1 | Not recorded | 68fa77f01e209131cea76239 | ### FEDN F1 Score: 44.7. Result ID: 6a437d43fbc373592c9484fc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SpotFormer F1 Score: 44.5. Result ID: 6a437d43fbc373592c9484fb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AUW-GCN F1 Score: 42.9. Result ID: 6a437d43fbc373592c9484f9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Tan et al. F1 Score: 42.3. Result ID: 6a437d43fbc373592c9484f8. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LGSNet F1 Score: 38.8. Result ID: 6a437d43fbc373592c9484fa. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MTSN F1 Score: 34.6. Result ID: 6a437d43fbc373592c9484f7. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LSSNet F1 Score: 28.1. Result ID: 6a437d43fbc373592c9484f6. [Reporting 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.