Anomaly Segmentation on Fishyscapes Static (val)
0.0082FPR95Mask2Anomaly
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Mask2AnomalyCategory=Confidence (Mask+Softmax), Re-T=yes, OE=yes, EN=no2026.07 | 0.0082 | — | 0.952 | — | |
| RPL+CoroCLCategory=Feature-based, Re-T=no, OE=yes, EN=yes2026.07 | 0.0085 | 0.9973 | 0.9246 | — | |
| CosMe2021.11 | 0.0147 | 0.9958 | 0.7925 | — | |
| PEBALBackbone=WideResnet382021.11 | 0.0152 | 0.9961 | 0.9208 | — | |
| PEBALCategory=Confidence (Energy), Re-T=yes, OE=yes, EN=no2026.07 | 0.0152 | 0.9961 | 0.9208 | — | |
| PEBEL2026.03 | 0.017 | — | — | 0.924 | |
| Mask2Anomaly2026.03 | 0.019 | 0.983 | — | 0.904 | |
| Mask2Anomaly2023.07 | 0.0198 | — | — | 0.9054 | |
| VL-Anomaly2026.03 | 0.023 | 0.987 | — | 0.907 | |
| PEBALBackbone=WideResNet38, Split=cv0 standard, Base Model=DeepLabv3+ (Nvidia)2021.11 | 0.0263 | 0.9933 | 0.8601 | — | |
| Deep GamblerBackbone=WideResnet382021.11 | 0.0339 | 0.9888 | 0.8457 | — | |
| RbA-OECategory=Confidence (Mask+Softmax), Re-T=yes, OE=yes, EN=no2026.07 | 0.0351 | 0.9896 | 0.7547 | — | |
| DenseHybridCategory=Generative, Re-T=yes, OE=yes, EN=yes2026.07 | 0.0417 | 0.9907 | 0.7623 | — | |
| Dense Hybrid2023.07 | 0.049 | — | — | 0.602 | |
| MulMem2021.11 | 0.0507 | 0.9887 | 0.6561 | — | |
| AuxCon2021.11 | 0.0545 | 0.9876 | 0.6201 | — | |
| Dense Hybrid2026.03 | 0.059 | — | — | 0.802 | |
| PEBALBackbone=Resnet101, additional learnable parameters=false, official code with Resnet101 backbone=false2021.11 | 0.0681 | 0.9923 | 0.8273 | — | |
| PEBEL2023.07 | 0.0681 | — | — | 0.8273 | |
| Max Entropy2026.03 | 0.086 | — | — | 0.865 | |
| MahalanobisBackbone=WideResnet382021.11 | 0.117 | 0.9676 | 0.2737 | — | |
| SMLBackbone=WideResnet38, Official code results=true2021.11 | 0.1214 | 0.9725 | 0.6672 | — | |
| Meta-OoDBackbone=WideResnet382021.11 | 0.1357 | 0.9756 | 0.7291 | — | |
| Meta-OoDCategory=Confidence (Entropy), Re-T=yes, OE=yes, EN=yes2026.07 | 0.1357 | 0.9756 | 0.7291 | — | |
| Deep GamblerBackbone=Resnet101, additional learnable parameters=false, official code with Resnet101 backbone=false2021.11 | 0.1539 | 0.9751 | 0.6769 | — | |
| Deep Gambler2023.07 | 0.1539 | — | — | 0.6769 | |
| SynBoost2026.03 | 0.158 | — | — | 0.432 | |
| SMLBackbone=WideResNet38, Split=cv0 standard, Base Model=DeepLabv3+ (Nvidia)2021.11 | 0.1581 | 0.9579 | 0.3204 | — | |
| SML2021.11 | 0.1675 | 0.9669 | 0.4867 | — | |
| SMLBackbone=Resnet101, additional learnable parameters=false, official code with Resnet101 backbone=false2021.11 | 0.1675 | 0.9669 | 0.4867 | — | |
| SML2023.07 | 0.1675 | — | — | 0.4867 | |
| SMLCategory=Confidence (Logits), Re-T=no, OE=no, EN=no2026.07 | 0.1675 | 0.9669 | 0.4867 | — | |
| RbACategory=Confidence (Mask+Softmax), Re-T=yes, OE=no, EN=no2026.07 | 0.1771 | 0.9526 | 0.5914 | — | |
| EnergyBackbone=WideResnet382021.11 | 0.1778 | 0.959 | 0.4168 | — | |
| Max LogitBackbone=WideResnet382021.11 | 0.1826 | 0.9566 | 0.3864 | — | |
| Max Logit2023.07 | 0.1826 | — | — | 0.3864 | |
| SML2026.03 | 0.205 | — | — | 0.521 | |
| EntropyBackbone=WideResnet382021.11 | 0.2331 | 0.9314 | 0.2677 | — | |
| Entropy2023.07 | 0.2331 | — | — | 0.2677 | |
| MSPBackbone=WideResnet382021.11 | 0.2399 | 0.9236 | 0.1909 | — | |
| Max Softmax2023.07 | 0.2399 | — | — | 0.1909 | |
| EnergyBackbone=WideResNet38, Split=cv0 standard, Base Model=DeepLabv3+ (Nvidia)2021.11 | 0.2502 | 0.9352 | 0.1922 | — | |
| Max LogitBackbone=WideResNet38, Split=cv0 standard, Base Model=DeepLabv3+ (Nvidia)2021.11 | 0.2549 | 0.9327 | 0.1889 | — | |
| SynboostBackbone=WideResnet38, Additional learnable parameters=true, Official code results=true2021.11 | 0.2559 | 0.9587 | 0.6644 | — | |
| SynBoostCategory=Reconstruction, Re-T=no, OE=no, EN=yes2026.07 | 0.2559 | 0.9587 | 0.6644 | — | |
| MaxLogit2021.11 | 0.285 | 0.928 | 0.2799 | — | |
| Max LogitBackbone=Resnet101, additional learnable parameters=false, official code with Resnet101 backbone=false2021.11 | 0.285 | 0.928 | 0.2799 | — | |
| MaxLogitCategory=Confidence (Logits), Re-T=no, OE=no, EN=no2026.07 | 0.285 | 0.928 | 0.2799 | — | |
| RAASCategory=Confidence + Spatial Filter, Re-T=no, OE=no, EN=no2026.07 | 0.3163 | 0.9508 | 0.6535 | — | |
| RAAS + OOD promptsCategory=Confidence + Spatial Filter, Re-T=no, OE=no, EN=no2026.07 | 0.3163 | 0.9508 | 0.6535 | — | |
| EntropyBackbone=WideResNet38, Split=cv0 standard, Base Model=DeepLabv3+ (Nvidia)2021.11 | 0.3171 | 0.9028 | 0.1519 | — | |
| MSPBackbone=WideResNet38, Split=cv0 standard, Base Model=DeepLabv3+ (Nvidia)2021.11 | 0.3255 | 0.8926 | 0.1184 | — | |
| EntropyBackbone=Resnet101, additional learnable parameters=false, official code with Resnet101 backbone=false2021.11 | 0.3374 | 0.8999 | 0.2178 | — | |
| SynthCP2021.11 | 0.3402 | 0.899 | 0.2322 | — | |
| SynthCPBackbone=Resnet101, additional learnable parameters=true, official code with Resnet101 backbone=true2021.11 | 0.3402 | 0.899 | 0.2322 | — | |
| SynthCP2023.07 | 0.3402 | — | — | 0.2322 | |
| MSP2021.11 | 0.341 | 0.8894 | 0.1424 | — | |
| MSPBackbone=Resnet101, additional learnable parameters=false, official code with Resnet101 backbone=false2021.11 | 0.341 | 0.8894 | 0.1424 | — | |
| MSPCategory=Confidence (Softmax), Re-T=no, OE=no, EN=no2026.07 | 0.341 | 0.8894 | 0.1424 | — | |
| EnergyBackbone=Resnet101, additional learnable parameters=false, official code with Resnet101 backbone=false2021.11 | 0.3732 | 0.9128 | 0.3166 | — | |
| Energy2023.07 | 0.3732 | — | — | 0.3166 | |
| Entropy2026.03 | 0.397 | — | — | 0.154 | |
| MSP2026.03 | 0.398 | — | — | 0.129 | |
| MaskomalyCategory=Confidence (Mask+Softmax), Re-T=no, OE=no, EN=no2026.07 | 0.4085 | 0.9413 | 0.5306 | — | |
| SynboostBackbone=Resnet101, additional learnable parameters=true, official code with Resnet101 backbone=true2021.11 | 0.4771 | 0.9203 | 0.4844 | — | |
| SynBoost2023.07 | 0.4771 | — | — | 0.4844 | |
| ODIN2026.03 | 0.624 | 0.894 | — | 0.823 |