Anomaly Detection on Fishyscapes Static (val)
98.3AUROCFED-U
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FED-UTask backbone=SF-B2, Test-Time Augmentation (TTA)=true2023.05 | 98.3 | — | 66.6 | 8.94 | |
| SMLTask backbone=DL-WRN382023.05 | 97.25 | — | 66.72 | 12.14 | |
| FED-CTask backbone=SF-B2, Test-Time Augmentation (TTA)=true2023.05 | 96.88 | — | 52.61 | 14.91 | |
| FED-UTask backbone=SF-B22023.05 | 96.84 | — | 55.93 | 17.15 | |
| Ours2021.07 | 96.69 | 80.33 | 48.67 | 16.75 | |
| SMLTask backbone=DL-R1012023.05 | 96.69 | — | 48.67 | 16.75 | |
| FED-UTask backbone=DL-R1012023.05 | 95.96 | — | 46.32 | 20.15 | |
| SynBoostTask backbone=DL-WRN382023.05 | 95.87 | — | 66.44 | 25.59 | |
| FED-CTask backbone=SF-B22023.05 | 93.31 | — | 47.56 | 37.53 | |
| MCDTask backbone=DL-R1012023.05 | 93.14 | — | 25.59 | 27.24 | |
| FED-CTask backbone=DL-R1012023.05 | 92.89 | — | 25.34 | 32.69 | |
| Max Logit2021.07 | 92.8 | 80.33 | 27.99 | 28.5 | |
| MLGTask backbone=DL-R1012023.05 | 92.8 | — | 27.99 | 28.5 | |
| SynboostTask backbone=DL-R1012023.05 | 92.03 | — | 48.44 | 47.71 | |
| ENETask backbone=DL-R1012023.05 | 91.28 | — | 31.66 | 37.32 | |
| Entropy2021.07 | 89.99 | 80.33 | 21.78 | 33.74 | |
| SynthCPofficial code with pre-trained backbone=true, additional learnable parameters=true2021.07 | 89.9 | 80.33 | 23.22 | 34.02 | |
| SynthCPTask backbone=DL-R1012023.05 | 89.9 | — | 23.22 | 34.02 | |
| MSP2021.07 | 88.94 | 80.33 | 14.24 | 34.1 | |
| MSPTask backbone=DL-R1012023.05 | 88.94 | — | 14.24 | 34.1 |