Semantic Segmentation on Cityscapes and IDDA (test)
64.22mIoU (Country Seen)FedSAM
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| FedSAMUniform=true, Rounds=1.5k2022.03 | 64.22 | 49.74 | 64.81 | 30 | 44.58 | |
| FedAvg + SWAUniform=true, Rounds=1.5k2022.03 | 63.91 | 43.28 | 63.24 | 47.72 | 45.64 | |
| FedAvgUniform=true, Rounds=1.5k2022.03 | 63.31 | 48.6 | 65.16 | 27.38 | 43.61 | |
| FedASAMUniform=true, Rounds=1.5k2022.03 | 62.74 | 48.73 | 64.74 | 31.32 | 45.86 | |
| FedSAM + SWAUniform=true, Rounds=1.5k2022.03 | 62.26 | 46.26 | 63.69 | 48.4 | 45.29 | |
| FedASAM + SWAUniform=true, Rounds=1.5k2022.03 | 60.78 | 44.23 | 63.18 | 51.76 | 45.69 | |
| SiloBN + SAMUniform=false, Rounds=1.5k2022.03 | 46.88 | 33.71 | 48.22 | 40.08 | 49.1 | |
| SiloBN + ASAMUniform=false, Rounds=1.5k2022.03 | 46.57 | 35.22 | 48.33 | 40.76 | 49.75 | |
| SiloBNUniform=false, Rounds=1.5k2022.03 | 45.86 | 32.77 | 48.09 | 39.67 | 45.96 | |
| FedASAM + SWAUniform=false, Rounds=1.5k2022.03 | 45.23 | 39.72 | 42.09 | 45.4 | 43.02 | |
| FedSAM + SWAUniform=false, Rounds=1.5k2022.03 | 44.26 | 40.45 | 38.15 | 45.25 | 43.42 | |
| FedASAMUniform=false, Rounds=1.5k2022.03 | 43.67 | 36.11 | 41.68 | 30.07 | 42.27 | |
| FedSAMUniform=false, Rounds=1.5k2022.03 | 43.28 | 37.83 | 39.65 | 29.27 | 41.22 | |
| FedAvgUniform=false, Rounds=1.5k2022.03 | 42.06 | 36.04 | 39.5 | 24.59 | 38.65 | |
| FedAvg + SWAUniform=false, Rounds=1.5k2022.03 | 37.16 | 37.48 | 37.06 | 42.33 | 42.48 |