Anomaly Segmentation on Fishyscapes Static (leaderboard)
96.76APDiscriminative Outlier Detection Head
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Discriminative Outlier Detection Headre-training=true, Extra Network=true, OoD Data=true2021.11 | 96.76 | 0.29 | |
| PEBALre-training=false, Extra Network=true, OoD Data=true2021.11 | 92.38 | 1.73 | |
| SynBoostre-training=false, Extra Network=true, OoD Data=true2021.11 | 72.59 | 18.75 | |
| Density - Minimum NLLre-training=false, Extra Network=true, OoD Data=false2021.11 | 62.14 | 17.43 | |
| Density - Logistic Regressionre-training=false, Extra Network=true, OoD Data=false2021.11 | 57.16 | 13.39 | |
| SMLre-training=true, Extra Network=true, OoD Data=false2021.11 | 53.11 | 19.64 | |
| Bayesian Deeplabre-training=false, Extra Network=true, OoD Data=false2021.11 | 48.7 | 15.05 | |
| OoD Training - Void Classre-training=false, Extra Network=false, OoD Data=true2021.11 | 45 | 19.4 | |
| kNN Embedding - densityre-training=false, Extra Network=true, OoD Data=false2021.11 | 44.03 | 20.25 | |
| Density - Single-layer NLLre-training=false, Extra Network=true, OoD Data=false2021.11 | 40.86 | 21.29 | |
| Dirichlet Deeplabre-training=true, Extra Network=false, OoD Data=false2021.11 | 31.3 | 84.6 | |
| Image Resynthesisre-training=false, Extra Network=true, OoD Data=false2021.11 | 29.6 | 27.13 | |
| Entropyre-training=false, Extra Network=false, OoD Data=false2021.11 | 15.41 | 39.75 | |
| MSPre-training=false, Extra Network=false, OoD Data=false2021.11 | 12.88 | 39.83 |