Anomaly Detection on Fishyscapes Web Jan 20
61.4APOutlier Head
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Outlier Headscore=fixed patches, re-training=true, OoD data=true, time [s]=0.122019.04 | 61.4 | 28.2 | |
| OoD trainingscore=void classifier, re-training=true, OoD data=true, time [s]=0.052019.04 | 42.8 | 12 | |
| Dirichlet DeepLabscore=prior entropy, re-training=true, OoD data=true, time [s]=0.052019.04 | 33.9 | 75.5 | |
| Bayesian DeepLabscore=mutual information, re-training=true, OoD data=false, time [s]=3.622019.04 | 33.8 | 19.7 | |
| Learned Embedding Densityscore=minimum NLL, re-training=false, OoD data=false, time [s]=1.532019.04 | 30.2 | 49.5 | |
| OoD trainingscore=max-entropy, re-training=true, OoD data=true, time [s]=0.292019.04 | 28.7 | 18.4 | |
| Learned Embedding Densityscore=logistic regression, re-training=false, OoD data=true, time [s]=1.532019.04 | 26 | 33.8 | |
| kNN Embeddingscore=density, re-training=false, OoD data=false, time [s]=7.892019.04 | 22.3 | 31.7 | |
| Learned Embedding Densityscore=single-layer NLL, re-training=false, OoD data=false, time [s]=0.292019.04 | 18.8 | 41.1 | |
| Softmaxscore=entropy, re-training=false, OoD data=false, time [s]=0.292019.04 | 15.6 | 37.5 | |
| Softmaxscore=max-probability, re-training=false, OoD data=false, time [s]=0.052019.04 | 11.1 | 37.8 | |
| kNN Embeddingscore=relative class density, re-training=false, OoD data=false, time [s]=6.452019.04 | 8.3 | 100 | |
| Randomscore=random uncertainty, re-training=false, OoD data=false, time [s]=-2019.04 | 1.5 | 95 |