Anomaly Segmentation on Fishyscapes Static (test)
0.29FPR95Discriminative Outlier Detection Head
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Discriminative Outlier Detection HeadUtilizing OOD Data=true, Requiring re-training=true2021.11 | 0.29 | 96.76 | |
| Discriminative Outlier Detection HeadRe-training=true, Extra Network=true, OoD Data=true2022.10 | 0.29 | 96.76 | |
| CosMeUtilizing OOD Data=false, Requiring re-training=false2021.11 | 5.74 | 69.72 | |
| Density - Logistic RegressionUtilizing OOD Data=true, Requiring re-training=true2021.11 | 13.39 | 57.16 | |
| Density - Logistic RegressionRe-training=true, Extra Network=true, OoD Data=false2022.10 | 13.39 | 57.16 | |
| Bayesian DeeplabRe-training=false, Extra Network=true, OoD Data=false2022.10 | 15.05 | 48.7 | |
| Bayesian DeeplabUtilizing OOD Data=true, Requiring re-training=true2021.11 | 15.5 | 48.7 | |
| GMMSeg-DeepLabv3+Re-training=false, Extra Network=false, OoD Data=false2022.10 | 15.96 | 76.02 | |
| Density - Minimum NLLUtilizing OOD Data=false, Requiring re-training=false2021.11 | 17.43 | 62.14 | |
| Density - Minimum NLLRe-training=false, Extra Network=true, OoD Data=false2022.10 | 17.43 | 62.14 | |
| SynboostUtilizing OOD Data=true, Requiring re-training=false2021.11 | 18.75 | 72.59 | |
| SynBoostRe-training=true, Extra Network=true, OoD Data=true2022.10 | 18.75 | 72.59 | |
| OoD Training - Void ClassUtilizing OOD Data=true, Requiring re-training=true2021.11 | 19.4 | 45 | |
| OoD Training - Void ClassRe-training=true, Extra Network=true, OoD Data=true2022.10 | 19.4 | 45 | |
| SMLUtilizing OOD Data=false, Requiring re-training=false2021.11 | 19.64 | 53.11 | |
| SMLRe-training=false, Extra Network=false, OoD Data=false2022.10 | 19.64 | 53.11 | |
| kNN Embedding - densityUtilizing OOD Data=false, Requiring re-training=false2021.11 | 20.25 | 44.03 | |
| KNN Embedding - densityRe-training=false, Extra Network=false, OoD Data=false2022.10 | 20.25 | 44.03 | |
| Density - Single-layer NLLUtilizing OOD Data=false, Requiring re-training=false2021.11 | 21.29 | 40.86 | |
| Density - Single-layer NLLRe-training=false, Extra Network=true, OoD Data=false2022.10 | 21.29 | 40.86 | |
| Image ResynthesisUtilizing OOD Data=false, Requiring re-training=false2021.11 | 27.13 | 29.6 | |
| Image ResynthesisRe-training=false, Extra Network=true, OoD Data=false2022.10 | 27.13 | 29.6 | |
| EntropyUtilizing OOD Data=false, Requiring re-training=false2021.11 | 39.75 | 15.41 | |
| EntropyRe-training=false, Extra Network=false, OoD Data=false2022.10 | 39.75 | 15.41 | |
| MSPUtilizing OOD Data=false, Requiring re-training=false2021.11 | 39.83 | 12.88 | |
| MSPRe-training=false, Extra Network=false, OoD Data=false2022.10 | 39.83 | 12.88 | |
| Dirichlet DeeplabUtilizing OOD Data=true, Requiring re-training=true2021.11 | 84.6 | 31.3 | |
| Dirichlet DeeplabRe-training=true, Extra Network=true, OoD Data=true2022.10 | 84.6 | 31.3 |