Semantic Segmentation on Nighttime Driving (test)
59.3Mean IoUHeuSCM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| HeuSCMBackbone=HRDA2026.03 | 59.3 | — | |
| InforMSBackbone=HRDA2026.03 | 58.5 | — | |
| SePiCo (DistCL)Backbone=MiT-B52022.04 | 56.9 | — | |
| SePiCo (DistCL)Backbone=MiT-B52022.04 | 56.9 | — | |
| Refign-DAFormerArchitecture=SegFormer2022.07 | 56.8 | — | |
| HeuSCMBackbone=DAFormer2026.03 | 56.7 | — | |
| InforMSBackbone=DAFormer2026.03 | 56 | — | |
| SePiCo (ProtoCL)Backbone=MiT-B52022.04 | 55.5 | — | |
| SePiCo (ProtoCL)Backbone=MiT-B52022.04 | 55.5 | — | |
| SePiCo (BankCL)Backbone=MiT-B52022.04 | 54.9 | — | |
| SePiCo (BankCL)Backbone=MiT-B52022.04 | 54.9 | — | |
| DAFormerArchitecture=SegFormer2022.07 | 54.1 | — | |
| HRDABackbone=HRDA2026.03 | 54.1 | — | |
| DAFormerBackbone=DAFormer2026.03 | 54 | — | |
| DAFormerBackbone=MiT-B52022.04 | 51.8 | — | |
| DAFormerBackbone=MiT-B52022.04 | 51.8 | — | |
| CDAdaBackbone=RefineNet2022.04 | 50.9 | — | |
| CDAdaBackbone=RefineNet2022.04 | 50.9 | — | |
| CDAdaArchitecture=RefineNet2022.07 | 50.9 | — | |
| MGCDA2021.04 | 49.4 | — | |
| MGCDABackbone=RefineNet2022.04 | 49.4 | — | |
| MGCDABackbone=RefineNet2022.04 | 49.4 | — | |
| MGCDAArchitecture=RefineNet2022.07 | 49.4 | — | |
| DANIAArchitecture=PSPNet2022.07 | 48.4 | — | |
| DANNetBackbone=PSPNet2021.04 | 47.7 | — | |
| DANNetArchitecture=PSPNet2022.07 | 47.7 | — | |
| SegF. MiT-B5Backbone=MiT-B52022.04 | 46.9 | — | |
| SegF. MiT-B5Backbone=MiT-B52022.04 | 46.9 | — | |
| CCDistillArchitecture=RefineNet2022.07 | 46.2 | — | |
| GCMA2021.04 | 45.6 | — | |
| GCMABackbone=RefineNet2022.04 | 45.6 | — | |
| GCMABackbone=RefineNet2022.04 | 45.6 | — | |
| GCMAArchitecture=RefineNet2022.07 | 45.6 | — | |
| ERF-PSPNetTrain set=Day2night BDD dataset2019.08 | 45.09 | 72.82 | |
| DANNetBackbone=DeepLab-v22021.04 | 44.98 | — | |
| DANNetBackbone=RefineNet2021.04 | 42.36 | — | |
| DarkModelAdaptation2019.08 | 41.6 | — | |
| Refign-DACSArchitecture=DeepLabv22022.07 | 41.5 | — | |
| DACSArchitecture=DeepLabv22022.07 | 39.5 | — | |
| ERF-PSPNetTrain set=BDD dataset2019.08 | 36.73 | 72.38 | |
| DMAda2021.04 | 36.1 | — | |
| DMAdaBackbone=RefineNet2022.04 | 36.1 | — | |
| DMAdaBackbone=RefineNet2022.04 | 36.1 | — | |
| DMAdaArchitecture=RefineNet2022.07 | 36.1 | — | |
| ADVENTDomain Adaptation Setting=Cityscapes → DZ-night2021.04 | 34.7 | — | |
| BDLDomain Adaptation Setting=Cityscapes → DZ-night2021.04 | 34.7 | — | |
| AdaptSegNetDomain Adaptation Setting=Cityscapes → DZ-night2021.04 | 34.5 | — | |
| RefineNetBackbone=RefineNet, Training Data=Cityscapes2021.04 | 32.75 | — | |
| PSPNetBackbone=PSPNet, Training Data=Cityscapes2021.04 | 27.65 | — | |
| DeepLab-v2Backbone=DeepLab-v2, Training Data=Cityscapes2021.04 | 25.44 | — |