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ResearchFormerly WizWand

Anomaly Segmentation on Fishyscapes Static (test)

0.29FPR95Discriminative Outlier Detection Head
-3.082419.681342.44565.2087Nov 24, 2021Jan 15, 2022Mar 9, 2022Apr 30, 2022Jun 22, 2022Aug 13, 2022Oct 5, 2022
Updated 8mo ago

Evaluation results

MethodLinks
Discriminative Outlier Detection HeadUtilizing OOD Data=true, Requiring re-training=true2021.110.2996.76
Discriminative Outlier Detection HeadRe-training=true, Extra Network=true, OoD Data=true2022.100.2996.76
CosMeUtilizing OOD Data=false, Requiring re-training=false2021.115.7469.72
Density - Logistic RegressionUtilizing OOD Data=true, Requiring re-training=true2021.1113.3957.16
Density - Logistic RegressionRe-training=true, Extra Network=true, OoD Data=false2022.1013.3957.16
Bayesian DeeplabRe-training=false, Extra Network=true, OoD Data=false2022.1015.0548.7
Bayesian DeeplabUtilizing OOD Data=true, Requiring re-training=true2021.1115.548.7
GMMSeg-DeepLabv3+Re-training=false, Extra Network=false, OoD Data=false2022.1015.9676.02
Density - Minimum NLLUtilizing OOD Data=false, Requiring re-training=false2021.1117.4362.14
Density - Minimum NLLRe-training=false, Extra Network=true, OoD Data=false2022.1017.4362.14
SynboostUtilizing OOD Data=true, Requiring re-training=false2021.1118.7572.59
SynBoostRe-training=true, Extra Network=true, OoD Data=true2022.1018.7572.59
OoD Training - Void ClassUtilizing OOD Data=true, Requiring re-training=true2021.1119.445
OoD Training - Void ClassRe-training=true, Extra Network=true, OoD Data=true2022.1019.445
SMLUtilizing OOD Data=false, Requiring re-training=false2021.1119.6453.11
SMLRe-training=false, Extra Network=false, OoD Data=false2022.1019.6453.11
kNN Embedding - densityUtilizing OOD Data=false, Requiring re-training=false2021.1120.2544.03
KNN Embedding - densityRe-training=false, Extra Network=false, OoD Data=false2022.1020.2544.03
Density - Single-layer NLLUtilizing OOD Data=false, Requiring re-training=false2021.1121.2940.86
Density - Single-layer NLLRe-training=false, Extra Network=true, OoD Data=false2022.1021.2940.86
Image ResynthesisUtilizing OOD Data=false, Requiring re-training=false2021.1127.1329.6
Image ResynthesisRe-training=false, Extra Network=true, OoD Data=false2022.1027.1329.6
EntropyUtilizing OOD Data=false, Requiring re-training=false2021.1139.7515.41
EntropyRe-training=false, Extra Network=false, OoD Data=false2022.1039.7515.41
MSPUtilizing OOD Data=false, Requiring re-training=false2021.1139.8312.88
MSPRe-training=false, Extra Network=false, OoD Data=false2022.1039.8312.88
Dirichlet DeeplabUtilizing OOD Data=true, Requiring re-training=true2021.1184.631.3
Dirichlet DeeplabRe-training=true, Extra Network=true, OoD Data=true2022.1084.631.3