Anomaly Detection on Fishyscapes Web Oct 20
67.2APOutlier Head
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Outlier Headscore=random patches, re-training=true, OoD data=true, time [s]=0.122019.04 | 67.2 | 10.3 | |
| Outlier Headscore=fixed patches, re-training=true, OoD data=true, time [s]=0.122019.04 | 65.3 | 19.6 | |
| Outlier Headscore=combined probability, re-training=true, OoD data=true, time [s]=0.122019.04 | 64 | 18.8 | |
| SynBoostscore=dissimilarity score, re-training=false, OoD data=true, time [s]=2.322019.04 | 61.3 | 18.9 | |
| OoD trainingscore=void classifier, re-training=true, OoD data=true, time [s]=0.052019.04 | 43 | 14 | |
| Bayesian DeepLabscore=mutual information, re-training=true, OoD data=false, time [s]=3.622019.04 | 35.8 | 25.7 | |
| Learned Embedding Densityscore=minimum NLL, re-training=false, OoD data=false, time [s]=1.532019.04 | 32.6 | 55.8 | |
| Dirichlet DeepLabscore=prior entropy, re-training=true, OoD data=true, time [s]=0.052019.04 | 30 | 76.6 | |
| Learned Embedding Densityscore=logistic regression, re-training=false, OoD data=true, time [s]=1.532019.04 | 29.2 | 38.8 | |
| OoD trainingscore=max-entropy, re-training=true, OoD data=true, time [s]=0.292019.04 | 28.2 | 22.6 | |
| kNN Embeddingscore=density, re-training=false, OoD data=false, time [s]=7.892019.04 | 24.9 | 35.2 | |
| Learned Embedding Densityscore=single-layer NLL, re-training=false, OoD data=false, time [s]=0.292019.04 | 21.4 | 44 | |
| Softmaxscore=entropy, re-training=false, OoD data=false, time [s]=0.292019.04 | 16.6 | 39.8 | |
| Image Resynthesisscore=resynthesis difference, re-training=false, OoD data=false, time [s]=2.392019.04 | 12.5 | 51.3 | |
| Softmaxscore=max-probability, re-training=false, OoD data=false, time [s]=0.052019.04 | 11.8 | 40.1 | |
| kNN Embeddingscore=relative class density, re-training=false, OoD data=false, time [s]=6.452019.04 | 9.6 | 100 | |
| Randomscore=random uncertainty, re-training=false, OoD data=false, time [s]=-2019.04 | 1.6 | 95 |