Anomaly Detection on Fishyscapes Lost & Found (val)
60.58APSynBoost
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SynBoostTask backbone=DL-WRN382023.05 | 60.58 | — | 96.21 | 31.02 | |
| FED-CTask backbone=SF-B2, Test-Time Augmentation (TTA)=true2023.05 | 56.11 | — | 99.11 | 3.87 | |
| FED-CTask backbone=SF-B22023.05 | 42.15 | — | 98.28 | 11.1 | |
| FED-UTask backbone=SF-B2, Test-Time Augmentation (TTA)=true2023.05 | 41.75 | — | 97.83 | 10.05 | |
| SynboostTask backbone=DL-R1012023.05 | 40.99 | — | 94.89 | 34.47 | |
| FED-UTask backbone=SF-B22023.05 | 39.9 | — | 96.72 | 18.66 | |
| FED-UTask backbone=DL-R1012023.05 | 37.05 | — | 97.65 | 11.35 | |
| Ours2021.07 | 36.55 | 80.33 | 96.88 | 14.53 | |
| SMLTask backbone=DL-R1012023.05 | 36.55 | — | 96.88 | 14.53 | |
| FED-CTask backbone=DL-R1012023.05 | 28.71 | — | 96.34 | 18.48 | |
| ENETask backbone=DL-R1012023.05 | 25.79 | — | 93.5 | 32.26 | |
| SMLTask backbone=DL-WRN382023.05 | 22.74 | — | 94.97 | 33.49 | |
| Max Logit2021.07 | 18.77 | 80.33 | 92 | 38.13 | |
| MLGTask backbone=DL-R1012023.05 | 18.77 | — | 92 | 38.13 | |
| Entropy2021.07 | 13.91 | 80.33 | 88.32 | 44.85 | |
| MCDTask backbone=DL-R1012023.05 | 10.85 | — | 88.94 | 37.79 | |
| SynthCPofficial code with pre-trained backbone=true, additional learnable parameters=true2021.07 | 6.54 | 80.33 | 88.34 | 45.95 | |
| SynthCPTask backbone=DL-R1012023.05 | 6.54 | — | 88.34 | 45.95 | |
| MSP2021.07 | 6.02 | 80.33 | 86.99 | 45.63 | |
| MSPTask backbone=DL-R1012023.05 | 6.02 | — | 86.99 | 45.63 | |
| KNN Embedding - Density2021.07 | 4.1 | 80.3 | — | 22.3 |