Semantic Segmentation on Nighttime Driving
60.8mIoUTADP
Evaluation results
| Method | Links | |
|---|---|---|
| TADPCaption Modifier=TextualInversion2023.09 | 60.8 | |
| TADPCaption Modifier=DreamBooth2023.09 | 60.4 | |
| CoDABackbone=SegFormer, Scene Specificity=Scene-Agnostic2024.03 | 59.2 | |
| MICBackbone=SegFormer, Scene Specificity=Scene-Agnostic2024.03 | 58.6 | |
| Refign-HRDASource Domain=Cityscapes, Input Protocol=Non-standard resizing protocol2022.07 | 57.8 | |
| TADPCaption Modifier=null2023.09 | 57.5 | |
| SePiCo (DAFormer)Source Domain=Cityscapes, Input Protocol=Non-standard resizing protocol2022.07 | 57.1 | |
| TADPCaption Modifier=simple2023.09 | 56.9 | |
| TADPCaption Modifier=Nearby Domain2023.09 | 56.9 | |
| SePiCoBackbone=SegFormer, Scene Specificity=Scene-Agnostic2024.03 | 56.9 | |
| Refign-DAFormer2023.09 | 56.8 | |
| HRDASource Domain=Cityscapes, Input Protocol=Non-standard resizing protocol2022.07 | 55.6 | |
| TADPCaption Modifier=Unrelated Domain2023.09 | 55.1 | |
| DAFormer2023.09 | 54.1 | |
| DAFormerBackbone=SegFormer, Scene Specificity=Scene-Agnostic2024.03 | 51.8 | |
| MGCDABackbone=ResNet-1012020.05 | 49.4 | |
| MGCDATraining Data Source=source and target data2021.08 | 49.4 | |
| MCGDABackbone=RefineNet, Scene Specificity=Scene-Specialized2024.03 | 49.4 | |
| DANNetBackbone=RefineNet, Scene Specificity=Scene-Specialized2024.03 | 47.7 | |
| GCMA2019.01 | 45.6 | |
| GCMABackbone=ResNet-1012020.05 | 45.6 | |
| GCMATraining Data Source=source and target data2021.08 | 45.6 | |
| GCMABackbone=RefineNet, Scene Specificity=Scene-Specialized2024.03 | 45.6 | |
| Day2NightTraining Data Source=source and target data2021.08 | 45.1 | |
| W-RefineNetTraining Data Source=source data only2021.08 | 41.6 | |
| DMAdaTraining Data Source=source and target data2021.08 | 41.6 | |
| RefineNet-AdaBNTraining Data Source=source data only2021.08 | 36.3 | |
| DMAda2019.01 | 36.1 | |
| DMAdaBackbone=ResNet-1012020.05 | 36.1 | |
| ADVENTBackbone=ResNet-101, Adaptation Source=Cityscapes, Adaptation Target=Dark Zurich-night2020.05 | 34.7 | |
| BDLBackbone=ResNet-101, Adaptation Source=Cityscapes, Adaptation Target=Dark Zurich-night2020.05 | 34.7 | |
| ADVENTTraining Data Source=source and target data2021.08 | 34.7 | |
| BDLTraining Data Source=source and target data2021.08 | 34.7 | |
| AdaptSegNetTraining Source=Cityscapes, Adaptation Target=Dark Zurich-night2019.01 | 34.5 | |
| AdaptSegNetBackbone=ResNet-101, Adaptation Source=Cityscapes, Adaptation Target=Dark Zurich-night2020.05 | 34.5 | |
| AdaptSegNetTraining Data Source=source and target data2021.08 | 34.5 | |
| AdaptSegBackbone=DeepLab-v2, Scene Specificity=Scene-Agnostic2024.03 | 34.5 | |
| RefineNetTraining Data Source=source data only2021.08 | 34.1 | |
| AdaptSegNetTraining Source=Cityscapes2019.01 | 32.6 | |
| DeepLab-v2Backbone=ResNet-1012020.05 | 32.6 | |
| RefineNet2019.01 | 31.5 | |
| RefineNetBackbone=ResNet-1012020.05 | 31.5 |