Anomaly Segmentation on Fishyscapes Static (test)

0.29FPR95

Discriminative Outlier Detection Head

Updated 4d ago

Evaluation Results

Method
Discriminative Outlier Detection Head 2021.11	0.29	96.76
Discriminative Outlier Detection Head 2022.10	0.29	96.76
CosMe 2021.11	5.74	69.72
Density - Logistic Regression 2021.11	13.39	57.16
Density - Logistic Regression 2022.10	13.39	57.16
Bayesian Deeplab 2022.10	15.05	48.7
Bayesian Deeplab 2021.11	15.5	48.7
GMMSeg-DeepLabv3+ 2022.10	15.96	76.02
Density - Minimum NLL 2021.11	17.43	62.14
Density - Minimum NLL 2022.10	17.43	62.14
Synboost 2021.11	18.75	72.59
SynBoost 2022.10	18.75	72.59
OoD Training - Void Class 2021.11	19.4	45
OoD Training - Void Class 2022.10	19.4	45
SML 2021.11	19.64	53.11
SML 2022.10	19.64	53.11
kNN Embedding - density 2021.11	20.25	44.03
KNN Embedding - density 2022.10	20.25	44.03
Density - Single-layer NLL 2021.11	21.29	40.86
Density - Single-layer NLL 2022.10	21.29	40.86
Image Resynthesis 2021.11	27.13	29.6
Image Resynthesis 2022.10	27.13	29.6
Entropy 2021.11	39.75	15.41
Entropy 2022.10	39.75	15.41
MSP 2021.11	39.83	12.88
MSP 2022.10	39.83	12.88
Dirichlet Deeplab 2021.11	84.6	31.3
Dirichlet Deeplab 2022.10	84.6	31.3