# Object Detection on FACET (IID client shards) Source: [Object Detection on FACET (IID client shards)]() Collection index: [llms.txt]() Data updated: 2026-04-23T06:46:47.725Z Evaluation of Object Detection performance on the FACET dataset using the IID client shards configuration, reporting mAP and various fairness disparity metrics. 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 | Object Detection | | Dataset (including any stated split) | FACET (IID client shards) | | Metric | Overall mAP | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 8 of 8 | | 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 - [Overall mAP](): Higher is better; unit: PERCENT. - [Disparity Index Difference (\|1 - DI\|)](): Lower is better; unit: PERCENT. - [Error Overlap Percentage (ΔEOP)](): Lower is better; unit: PERCENT. - [MIA Success Rate (MIA SR)](): Higher is better; unit: PERCENT. - [AIA Success Rate (AIA SR)](): Higher is better; unit: PERCENT. - [Bounding Box Accuracy Disparity (BA AD)](): Lower is better; unit: PERCENT. - [Disparity in Prediction Accuracy (DPA EODD)](): Lower is better; unit: PERCENT. ## Recorded results | Method | Overall mAP | Result date | Report paper | | --- | --- | --- | --- | | FairFed | 70.13 | Not recorded | 68fa77801e209131cea73a2b | | RESFL | 66.54 | Not recorded | 68fa77801e209131cea73a2b | | FedAvg | 63.78 | Not recorded | 68fa77801e209131cea73a2b | | PrivFairFl-Pre | 61.54 | Not recorded | 68fa77801e209131cea73a2b | | PrivFairFl-Post | 61.19 | Not recorded | 68fa77801e209131cea73a2b | | FedAvg-DP | 46.12 | Not recorded | 68fa77801e209131cea73a2b | | PUFFLE | 41.92 | Not recorded | 68fa77801e209131cea73a2b | | PFU-FL | 39.52 | Not recorded | 68fa77801e209131cea73a2b | ### FairFed Overall mAP: 70.13. Result ID: 69e9bfba47f34ce924d0507f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RESFL Overall mAP: 66.54. Result ID: 69e9bfba47f34ce924d05084. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"modified YOLOv8"}. This record does not assert independent reproduction. ### FedAvg Overall mAP: 63.78. Result ID: 69e9bfba47f34ce924d0507d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PrivFairFl-Pre Overall mAP: 61.54. Result ID: 69e9bfba47f34ce924d05080. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PrivFairFl-Post Overall mAP: 61.19. Result ID: 69e9bfba47f34ce924d05081. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedAvg-DP Overall mAP: 46.12. Result ID: 69e9bfba47f34ce924d0507e. [Reporting paper]() Recorded evaluation configuration: {"ε":"1"}. This record does not assert independent reproduction. ### PUFFLE Overall mAP: 41.92. Result ID: 69e9bfba47f34ce924d05082. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PFU-FL Overall mAP: 39.52. Result ID: 69e9bfba47f34ce924d05083. [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.