Out-of-Distribution Detection on SMIYC Obstacle (test)
87.08APDenseHybrid
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DenseHybridOutlier Exposure=true2022.11 | 87.08 | 0.24 | |
| RPL+CoroCLArchitecture=DeepLabv3+, Backbone=WiderResNet382022.11 | 85.93 | 0.58 | |
| NFlowJSIntact mIoU, no retraining=false, Task backbone=LDN-1212023.05 | 85.6 | 0.4 | |
| NFlowJSOutlier Exposure=false2022.11 | 85.55 | 0.41 | |
| Meta-OoDArchitecture=DeepLabv3+, Backbone=WiderResNet382022.11 | 85.07 | 0.75 | |
| Maximized EntropyOutlier Exposure=true2022.11 | 85.07 | 0.75 | |
| DenseHybridIntact mIoU, no retraining=false, Task backbone=LDN-1212023.05 | 81.7 | 0.2 | |
| DaCUPOutlier Exposure=false2022.11 | 81.5 | 1.13 | |
| DenseHybridArchitecture=DeepLabv3+, Backbone=WiderResNet382022.11 | 80.79 | 6.02 | |
| FED-C (TTA)Intact mIoU, no retraining=true, Task backbone=SF-B22023.05 | 73.7 | 1 | |
| cDNP-Segmenter-ViT-BOutlier Exposure=false2022.11 | 72.7 | 1.4 | |
| SynboostArchitecture=DeepLabv3+, Backbone=WiderResNet382022.11 | 71.34 | 3.15 | |
| SynBoostIntact mIoU, no retraining=true, Task backbone=DL-WRN382023.05 | 71.3 | 3.2 | |
| ResynthesisArchitecture=DeepLabv3+, Backbone=WiderResNet382022.11 | 37.71 | 4.7 | |
| Image ResynthesisIntact mIoU, no retraining=true, Task backbone=PSP-R1012023.05 | 37.7 | 4.7 | |
| Mah. distanceIntact mIoU, no retraining=true, Task backbone=DL-WRN382023.05 | 20.9 | 13.1 | |
| MSPIntact mIoU, no retraining=true, Task backbone=DL-WRN382023.05 | 15.7 | 16.6 | |
| Void ClassifierIntact mIoU, no retraining=true, Task backbone=DL-R1012023.05 | 10.4 | 41.5 | |
| PEBALArchitecture=DeepLabv3+, Backbone=WiderResNet382022.11 | 4.98 | 12.68 | |
| MCDIntact mIoU, no retraining=true, Task backbone=DL-R1012023.05 | 4.9 | 50.3 | |
| EmbeddingArchitecture=DeepLabv3+, Backbone=WiderResNet382022.11 | 0.82 | 46.38 | |
| Emb. densityIntact mIoU, no retraining=true, Task backbone=DL-R1012023.05 | 0.8 | 46.4 |