Semantic Segmentation on StreetHazards (test)
56.16mIoUBatchEnsemble
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| BatchEnsembleArchitecture=DeepLabv3+, Backbone=ResNet502020.12 | 56.16 | 0.8817 | 0.0759 | 0.3285 | 0.0609 | |
| BatchEnsembleArchitecture=DeepLabv3+, Backbone=ResNet-50, Number of Seeds=32023.12 | 56.16 | 0.8817 | 0.0759 | 0.3285 | 0.0609 | |
| LP-BNN + GNArchitecture=DeepLabv3+, Backbone=ResNet502020.12 | 56.12 | 0.8908 | 0.0742 | 0.2999 | 0.0593 | |
| ABNNArchitecture=DeepLabv3+, Backbone=ResNet-50, Number of Seeds=32023.12 | 55.82 | 0.8839 | 0.0785 | 0.3202 | 0.0609 | |
| Deep EnsemblesArchitecture=DeepLabv3+, Backbone=ResNet502020.12 | 55.59 | 0.8794 | 0.0832 | 0.3029 | 0.0533 | |
| Deep EnsemblesArchitecture=DeepLabv3+, Backbone=ResNet-50, Number of Seeds=32023.12 | 55.59 | 0.8794 | 0.0832 | 0.3029 | 0.0533 | |
| MIMOArchitecture=DeepLabv3+, Backbone=ResNet502020.12 | 55.44 | 0.8738 | 0.069 | 0.3266 | 0.0557 | |
| MIMOArchitecture=DeepLabv3+, Backbone=ResNet-50, Number of Seeds=32023.12 | 55.44 | 0.8738 | 0.069 | 0.3266 | 0.0557 | |
| LP-BNNArchitecture=DeepLabv3+, Backbone=ResNet502020.12 | 54.5 | 0.8833 | 0.0718 | 0.3261 | 0.052 | |
| LP-BNNArchitecture=DeepLabv3+, Backbone=ResNet-50, Number of Seeds=32023.12 | 54.5 | 0.8833 | 0.0718 | 0.3261 | 0.052 | |
| Baseline (MCP)Architecture=DeepLabv3+, Backbone=ResNet502020.12 | 53.9 | 0.866 | 0.0691 | 0.3574 | 0.0652 | |
| Single ModelArchitecture=DeepLabv3+, Backbone=ResNet-50, Number of Seeds=32023.12 | 53.9 | 0.866 | 0.0691 | 0.3574 | 0.0652 | |
| TRADIArchitecture=DeepLabv3+, Backbone=ResNet502020.12 | 52.46 | 0.8739 | 0.0693 | 0.3826 | 0.0633 | |
| TRADIArchitecture=DeepLabv3+, Backbone=ResNet-50, Number of Seeds=32023.12 | 52.46 | 0.8739 | 0.0693 | 0.3826 | 0.0633 |