# Detection on Synthetic IoUT deployment (test) Source: [Detection on Synthetic IoUT deployment (test)]() Collection index: [llms.txt]() Data updated: 2026-03-27T12:21:33.245Z Evaluation of Detection performance on the test split of the Synthetic IoUT deployment dataset, reporting metrics such as F1 score, Participation rate, and Energy consumption (J). 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 | Detection | | Dataset (including any stated split) | Synthetic IoUT deployment (test) | | Metric | Participation Rate | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 - [Participation Rate](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. - [Energy (J)](): Lower is better; unit: OTHER. ## Recorded results | Method | Participation Rate | Result date | Report paper | | --- | --- | --- | --- | | HFL-NoCoop | 100 | Not recorded | 69c60f150636e5bf4afc8552 | | HFL-Selective | 100 | Not recorded | 69c60f150636e5bf4afc8552 | | HFL-Nearest | 100 | Not recorded | 69c60f150636e5bf4afc8552 | | HFL-NoCoop | 100 | Not recorded | 69c60f150636e5bf4afc8552 | | HFL-Selective | 100 | Not recorded | 69c60f150636e5bf4afc8552 | | HFL-Nearest | 100 | Not recorded | 69c60f150636e5bf4afc8552 | | HFL-NoCoop | 98 | Not recorded | 69c60f150636e5bf4afc8552 | | HFL-Selective | 98 | Not recorded | 69c60f150636e5bf4afc8552 | | HFL-Nearest | 98 | Not recorded | 69c60f150636e5bf4afc8552 | | HFL-NoCoop | 96 | Not recorded | 69c60f150636e5bf4afc8552 | | HFL-Selective | 96 | Not recorded | 69c60f150636e5bf4afc8552 | | HFL-Nearest | 96 | Not recorded | 69c60f150636e5bf4afc8552 | | FedProx | 51 | Not recorded | 69c60f150636e5bf4afc8552 | | FedProx | 49 | Not recorded | 69c60f150636e5bf4afc8552 | | FedProx | 48 | Not recorded | 69c60f150636e5bf4afc8552 | | FedProx | 48 | Not recorded | 69c60f150636e5bf4afc8552 | ### HFL-NoCoop Participation Rate: 100. Result ID: 69c6763c47f34ce924b03a41. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"150"}. This record does not assert independent reproduction. ### HFL-Selective Participation Rate: 100. Result ID: 69c6763c47f34ce924b03a42. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"150"}. This record does not assert independent reproduction. ### HFL-Nearest Participation Rate: 100. Result ID: 69c6763c47f34ce924b03a43. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"150"}. This record does not assert independent reproduction. ### HFL-NoCoop Participation Rate: 100. Result ID: 69c6763c47f34ce924b03a45. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"200"}. This record does not assert independent reproduction. ### HFL-Selective Participation Rate: 100. Result ID: 69c6763c47f34ce924b03a46. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"200"}. This record does not assert independent reproduction. ### HFL-Nearest Participation Rate: 100. Result ID: 69c6763c47f34ce924b03a47. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"200"}. This record does not assert independent reproduction. ### HFL-NoCoop Participation Rate: 98. Result ID: 69c6763c47f34ce924b03a39. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"50"}. This record does not assert independent reproduction. ### HFL-Selective Participation Rate: 98. Result ID: 69c6763c47f34ce924b03a3a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"50"}. This record does not assert independent reproduction. ### HFL-Nearest Participation Rate: 98. Result ID: 69c6763c47f34ce924b03a3b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"50"}. This record does not assert independent reproduction. ### HFL-NoCoop Participation Rate: 96. Result ID: 69c6763c47f34ce924b03a3d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"100"}. This record does not assert independent reproduction. ### HFL-Selective Participation Rate: 96. Result ID: 69c6763c47f34ce924b03a3e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"100"}. This record does not assert independent reproduction. ### HFL-Nearest Participation Rate: 96. Result ID: 69c6763c47f34ce924b03a3f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"100"}. This record does not assert independent reproduction. ### FedProx Participation Rate: 51. Result ID: 69c6763c47f34ce924b03a38. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"50"}. This record does not assert independent reproduction. ### FedProx Participation Rate: 49. Result ID: 69c6763c47f34ce924b03a3c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"100"}. This record does not assert independent reproduction. ### FedProx Participation Rate: 48. Result ID: 69c6763c47f34ce924b03a40. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"150"}. This record does not assert independent reproduction. ### FedProx Participation Rate: 48. Result ID: 69c6763c47f34ce924b03a44. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"200"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.