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ResearchFormerly WizWand

Semantic Segmentation on BDD-Anomaly (test)

51.07mIoUDeep Ensembles
43.987645.826347.66549.5037Dec 4, 2020Jun 7, 2021Dec 10, 2021Jun 14, 2022Dec 16, 2022Jun 20, 2023Dec 23, 2023
Updated 8mo ago

Evaluation results

MethodLinks
Deep EnsemblesArchitecture=DeepLabv3+, Backbone=ResNet502020.1251.070.8480.05240.28550.1419
Deep EnsemblesArchitecture=DeepLabv3+, Backbone=ResNet-50, Number of Seeds=32023.1251.070.8480.05240.28550.1419
LP-BNNArchitecture=DeepLabv3+, Backbone=ResNet502020.1249.010.85320.04520.29470.1716
LP-BNNArchitecture=DeepLabv3+, Backbone=ResNet-50, Number of Seeds=32023.1249.010.85320.04520.29470.1716
ABNNArchitecture=DeepLabv3+, Backbone=ResNet-50, Number of Seeds=32023.1248.760.85740.05980.29010.1403
BatchEnsembleArchitecture=DeepLabv3+, Backbone=ResNet502020.1248.090.84270.04490.30170.169
BatchEnsembleArchitecture=DeepLabv3+, Backbone=ResNet-50, Number of Seeds=32023.1248.090.84270.04490.30170.169
Baseline (MCP)Architecture=DeepLabv3+, Backbone=ResNet502020.1247.630.85150.0450.28780.1768
Single ModelArchitecture=DeepLabv3+, Backbone=ResNet-50, Number of Seeds=32023.1247.630.85150.0450.28780.1768
MIMOArchitecture=DeepLabv3+, Backbone=ResNet502020.1247.20.84380.04320.35240.1633
MIMOArchitecture=DeepLabv3+, Backbone=ResNet-50, Number of Seeds=32023.1247.20.84380.04320.35240.1633
LP-BNN + GNArchitecture=DeepLabv3+, Backbone=ResNet502020.1247.150.85530.05770.28660.1623
TRADIArchitecture=DeepLabv3+, Backbone=ResNet502020.1244.260.8480.04540.36870.1661
TRADIArchitecture=DeepLabv3+, Backbone=ResNet-50, Number of Seeds=32023.1244.260.8480.04540.36870.1661