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Anomaly Segmentation on Fishyscapes Lost & Found v1 (test)

3.97FPR95Dense Hybrid
2.206814.108426.0137.9116Mar 9, 2021Jul 31, 2021Dec 23, 2021May 17, 2022Oct 8, 2022Mar 2, 2023Jul 25, 2023

Evaluation results

MethodLinks
Dense Hybrid2023.073.97—47.06
Mask2AnomalyArchitecture=Mask-Transformer2023.074.36—46.04
PEBEL2023.077.58—44.17
OursRetrain=false2021.0315.7943.22—
SynBoost2023.0715.79—43.22
SML2023.0721.9—31.67
Void Classifier2023.0722.11—10.29
Outlier HeadRetrain=true2021.0322.1830.92—
Embedding DensityRetrain=false2021.0324.364.65—
Learning Embedding2023.0724.36—4.65
Maximized Entropy2023.0735.14—29.96
Bayesian DeepLabRetrain=true2021.0338.469.81—
Softmax EntropyRetrain=false2021.0344.832.93—
Entropy2023.0744.83—2.93
Max Softmax2023.0744.85—1.77
Dirichlet DeepLabRetrain=true2021.0347.4334.28—
Image Resynthesis++Retrain=false2021.0348.055.7—
Image Resynthesis2023.0748.05—5.7