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Anomaly Segmentation on Fishyscapes Static v1 (test)

0.82FPR95Mask2Anomaly
-2.531220.089442.7165.3306Mar 9, 2021Jul 31, 2021Dec 23, 2021May 17, 2022Oct 8, 2022Mar 2, 2023Jul 25, 2023

Evaluation results

MethodLinks
Mask2AnomalyArchitecture=Mask-Transformer2023.070.82—95.2
PEBEL2023.071.73—92.38
Dense Hybrid2023.075.95—80.23
Maximized Entropy2023.078.55—86.55
Outlier HeadRetrain=true2021.0310.3484.02—
Learning Embedding2023.0713.39—57.16
Bayesian DeepLabRetrain=true2021.0315.548.7—
Embedding DensityRetrain=false2021.0317.4362.14—
OursRetrain=false2021.0318.7572.59—
SynBoost2023.0718.75—72.59
Void Classifier2023.0719.4—4.5
SML2023.0720.5—52.05
Image Resynthesis++Retrain=false2021.0327.1329.6—
Image Resynthesis2023.0727.13—29.6
Softmax EntropyRetrain=false2021.0339.7515.41—
Entropy2023.0739.75—15.4
Max Softmax2023.0739.83—12.88
Dirichlet DeepLabRetrain=true2021.0384.631.3—