Anomaly Segmentation on Road Anomaly (test)
6.92FPR95RbA
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| RbAOoD Data=true, Extra Network=false2023.08 | 6.92 | — | 85.42 | — | |
| JSRNet2023.07 | 9.2 | — | — | 94.4 | |
| UGainSOoD Data=true, Extra Network=true2023.08 | 10.42 | — | 88.98 | — | |
| UGainSOoD Data=false, Extra Network=true2023.08 | 11.59 | — | 81.32 | — | |
| RbAOoD Data=false, Extra Network=false2023.08 | 11.83 | — | 78.45 | — | |
| RbA (re-implementation)OoD Data=true, Extra Network=false2023.08 | 12.06 | — | 87.12 | — | |
| Mask2AnomalyArchitecture=Mask-Transformer2023.07 | 13.45 | — | — | 79.7 | |
| RbA (re-implementation)OoD Data=false, Extra Network=false2023.08 | 17.83 | — | 74.78 | — | |
| PEBALBackbone=Resnet101, additional learnable parameters=false, official code with Resnet101 backbone=false2021.11 | 28.29 | 92.51 | 62.37 | — | |
| Maximized Entropy2023.07 | 31.77 | — | — | 48.85 | |
| PEBALBackbone=WideResNet38, Split=cv0 standard, Base Model=DeepLabv3+ (Nvidia)2021.11 | 37.98 | 88.85 | 44.41 | — | |
| PEBALOoD Data=true, Extra Network=false2023.08 | 37.98 | — | 44.41 | — | |
| GMMSegOoD Data=false, Extra Network=false2023.08 | 44.34 | — | 57.65 | — | |
| PEBALBackbone=WideResnet382021.11 | 44.58 | 87.63 | 45.1 | — | |
| PEBEL2023.07 | 44.58 | — | — | 45.1 | |
| Deep GamblerBackbone=Resnet101, additional learnable parameters=false, official code with Resnet101 backbone=false2021.11 | 48.79 | 85.45 | 31.45 | — | |
| SMLBackbone=Resnet101, additional learnable parameters=false, official code with Resnet101 backbone=false2021.11 | 49.74 | 81.96 | 25.82 | — | |
| SMLOoD Data=false, Extra Network=false2023.08 | 49.74 | — | 25.82 | — | |
| MahalanobisOoD Data=false, Extra Network=false2023.08 | 59.2 | — | 22.85 | — | |
| SynboostBackbone=Resnet101, additional learnable parameters=true, official code with Resnet101 backbone=true2021.11 | 59.72 | 85.23 | 41.83 | — | |
| EnergyBackbone=Resnet101, additional learnable parameters=false, official code with Resnet101 backbone=false2021.11 | 63.36 | 78.13 | 24.44 | — | |
| Dense Hybrid2023.07 | 63.97 | — | — | 31.39 | |
| EnergyBackbone=WideResNet38, Split=cv0 standard, Base Model=DeepLabv3+ (Nvidia)2021.11 | 64.04 | 76.76 | 23.48 | — | |
| Max LogitBackbone=WideResNet38, Split=cv0 standard, Base Model=DeepLabv3+ (Nvidia)2021.11 | 64.55 | 76.39 | 23.46 | — | |
| SynthCPBackbone=Resnet101, additional learnable parameters=true, official code with Resnet101 backbone=true2021.11 | 64.69 | 76.08 | 24.86 | — | |
| SynthCPOoD Data=false, Extra Network=true2023.08 | 64.69 | — | 24.86 | — | |
| SynboostBackbone=WideResnet38, Additional learnable parameters=true, Official code results=true2021.11 | 64.75 | 81.91 | 38.21 | — | |
| SynBoost2023.07 | 64.75 | — | — | 38.21 | |
| SynBoostOoD Data=true, Extra Network=true2023.08 | 64.75 | — | 38.21 | — | |
| Max LogitBackbone=Resnet101, additional learnable parameters=false, official code with Resnet101 backbone=false2021.11 | 64.85 | 77.97 | 24.44 | — | |
| Deep GamblerBackbone=WideResnet382021.11 | 65.12 | 78.29 | 23.26 | — | |
| EntropyBackbone=WideResNet38, Split=cv0 standard, Base Model=DeepLabv3+ (Nvidia)2021.11 | 67.42 | 73.7 | 22.13 | — | |
| MSPBackbone=WideResNet38, Split=cv0 standard, Base Model=DeepLabv3+ (Nvidia)2021.11 | 67.98 | 72.37 | 20.23 | — | |
| EntropyBackbone=Resnet101, additional learnable parameters=false, official code with Resnet101 backbone=false2021.11 | 68.15 | 75.12 | 22.38 | — | |
| MSPBackbone=Resnet101, additional learnable parameters=false, official code with Resnet101 backbone=false2021.11 | 68.44 | 73.76 | 20.59 | — | |
| MSPOoD Data=false, Extra Network=false2023.08 | 68.44 | — | 20.59 | — | |
| SMLBackbone=WideResNet38, Split=cv0 standard, Base Model=DeepLabv3+ (Nvidia)2021.11 | 68.59 | 74.45 | 22.16 | — | |
| EnergyBackbone=WideResnet382021.11 | 70.17 | 73.35 | 19.54 | — | |
| Max LogitBackbone=WideResnet382021.11 | 70.48 | 72.78 | 18.98 | — | |
| SMLBackbone=WideResnet38, Official code results=true2021.11 | 70.7 | 75.16 | 17.52 | — | |
| SML2023.07 | 70.7 | — | — | 17.52 | |
| EntropyBackbone=WideResnet382021.11 | 71.1 | 68.8 | 16.97 | — | |
| Entropy2023.07 | 71.1 | — | — | 16.97 | |
| MSPBackbone=WideResnet382021.11 | 71.38 | 67.53 | 15.72 | — | |
| Max Softmax2023.07 | 71.38 | — | — | 15.72 | |
| MahalanobisBackbone=WideResnet382021.11 | 81.09 | 62.85 | 14.37 | — | |
| Mahalanobis2023.07 | 81.09 | — | — | 14.37 |