Semantic Segmentation on BDD-Anomaly (test)
51.07mIoUDeep Ensembles
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Deep EnsemblesArchitecture=DeepLabv3+, Backbone=ResNet502020.12 | 51.07 | 0.848 | 0.0524 | 0.2855 | 0.1419 | |
| Deep EnsemblesArchitecture=DeepLabv3+, Backbone=ResNet-50, Number of Seeds=32023.12 | 51.07 | 0.848 | 0.0524 | 0.2855 | 0.1419 | |
| LP-BNNArchitecture=DeepLabv3+, Backbone=ResNet502020.12 | 49.01 | 0.8532 | 0.0452 | 0.2947 | 0.1716 | |
| LP-BNNArchitecture=DeepLabv3+, Backbone=ResNet-50, Number of Seeds=32023.12 | 49.01 | 0.8532 | 0.0452 | 0.2947 | 0.1716 | |
| ABNNArchitecture=DeepLabv3+, Backbone=ResNet-50, Number of Seeds=32023.12 | 48.76 | 0.8574 | 0.0598 | 0.2901 | 0.1403 | |
| BatchEnsembleArchitecture=DeepLabv3+, Backbone=ResNet502020.12 | 48.09 | 0.8427 | 0.0449 | 0.3017 | 0.169 | |
| BatchEnsembleArchitecture=DeepLabv3+, Backbone=ResNet-50, Number of Seeds=32023.12 | 48.09 | 0.8427 | 0.0449 | 0.3017 | 0.169 | |
| Baseline (MCP)Architecture=DeepLabv3+, Backbone=ResNet502020.12 | 47.63 | 0.8515 | 0.045 | 0.2878 | 0.1768 | |
| Single ModelArchitecture=DeepLabv3+, Backbone=ResNet-50, Number of Seeds=32023.12 | 47.63 | 0.8515 | 0.045 | 0.2878 | 0.1768 | |
| MIMOArchitecture=DeepLabv3+, Backbone=ResNet502020.12 | 47.2 | 0.8438 | 0.0432 | 0.3524 | 0.1633 | |
| MIMOArchitecture=DeepLabv3+, Backbone=ResNet-50, Number of Seeds=32023.12 | 47.2 | 0.8438 | 0.0432 | 0.3524 | 0.1633 | |
| LP-BNN + GNArchitecture=DeepLabv3+, Backbone=ResNet502020.12 | 47.15 | 0.8553 | 0.0577 | 0.2866 | 0.1623 | |
| TRADIArchitecture=DeepLabv3+, Backbone=ResNet502020.12 | 44.26 | 0.848 | 0.0454 | 0.3687 | 0.1661 | |
| TRADIArchitecture=DeepLabv3+, Backbone=ResNet-50, Number of Seeds=32023.12 | 44.26 | 0.848 | 0.0454 | 0.3687 | 0.1661 |