Object Detection on FACET (IID client shards)
70.13Overall mAPFairFed
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| FairFed2025.03 | 70.13 | 24.96 | 25.62 | 44.09 | 52.56 | 41.39 | 5.66 | |
| RESFLbackbone=modified YOLOv82025.03 | 66.54 | 22.87 | 19.59 | 20.93 | 18.32 | 16.92 | 6.74 | |
| FedAvg2025.03 | 63.78 | 21.59 | 23.62 | 33.41 | 44.31 | 31.25 | 7.92 | |
| PrivFairFl-Pre2025.03 | 61.54 | 25.04 | 26.59 | 38.75 | 40.38 | 32.38 | 9.53 | |
| PrivFairFl-Post2025.03 | 61.19 | 27.18 | 25.05 | 28.72 | 31.59 | 32.12 | 9.37 | |
| FedAvg-DPε=12025.03 | 46.12 | 39.45 | 28.79 | 23.64 | 26.27 | 30.97 | 13.96 | |
| PUFFLE2025.03 | 41.92 | 37.21 | 29.76 | 27.25 | 29.09 | 14.39 | 13.6 | |
| PFU-FL2025.03 | 39.52 | 33.56 | 34.46 | 24.09 | 25.46 | 26.12 | 14.59 |