Semantic Segmentation on Foggy Driving-dense (FDD) (test)
48.9mIoUFIFO
Evaluation results
| Method | Links | |
|---|---|---|
| FIFOTrain Clear-weather Cityscapes=true, Train Synthetic & Real fog SDBF=true, Train GoPro=true2022.04 | 48.9 | |
| DANN-GramTrain Clear-weather Cityscapes=true, Train Synthetic & Real fog SDBF=true, Train GoPro=true2022.04 | 43.3 | |
| CMAda3+Clear-weather training=Cityscapes [12], Synthetic fog=SDBF (ours), Real fog=GoPro, Density Estimator=Ours2019.01 | 43 | |
| CMAda3+Train Clear-weather Cityscapes=true, Train Synthetic & Real fog SDBF=true, Train GoPro=true2022.04 | 43 | |
| AdvEntTrain Clear-weather Cityscapes=true, Train Synthetic & Real fog SDBF=false, Train GoPro=true2022.04 | 41.7 | |
| DANNTrain Clear-weather Cityscapes=true, Train Synthetic & Real fog SDBF=true, Train GoPro=true2022.04 | 41.4 | |
| CMAda3Clear-weather training=Cityscapes [12], Synthetic fog=SDBF (ours), Real fog=GoPro, Density Estimator=Ours2019.01 | 40.6 | |
| CMAda2+Clear-weather training=Cityscapes [12], Synthetic fog=SDBF (ours), Real fog=GoPro, Density Estimator=Ours2019.01 | 40.1 | |
| CMAda2+Train Clear-weather Cityscapes=true, Train Synthetic & Real fog SDBF=true, Train GoPro=true2022.04 | 40.1 | |
| CMAda2Clear-weather training=Cityscapes [12], Synthetic fog=SDBF (ours), Real fog=GoPro, Density Estimator=Ours2019.01 | 37.3 | |
| CMAda2Clear-weather training=Cityscapes [12], Synthetic fog=SGF [59], Real fog=GoPro, Density Estimator=Ours2019.01 | 37 | |
| CMAda1Clear-weather training=Cityscapes [12], Real fog=GoPro, Density Estimator=Ours2019.01 | 36.6 | |
| CMAda1Clear-weather training=Cityscapes [12], Real fog=GoPro, Density Estimator=FADE [11]2019.01 | 36.4 | |
| CMAda1Clear-weather training=Cityscapes [12], Synthetic fog=SDBF (ours)2019.01 | 36.1 | |
| SFSUClear-weather training=Cityscapes [12], Synthetic fog=SGF [59]2019.01 | 35.9 | |
| CMAda1Clear-weather training=Cityscapes [12], Synthetic fog=SGF [59]2019.01 | 35.9 | |
| RefineNet-lwTrain Clear-weather Cityscapes=true, Train Synthetic & Real fog SDBF=false, Train GoPro=false2022.04 | 35.9 | |
| RefineNetClear-weather training=Cityscapes [12]2019.01 | 35.8 | |
| BaselineClear-weather training=Cityscapes [12]2019.01 | 35.8 | |
| RefineNetTrain Clear-weather Cityscapes=true, Train Synthetic & Real fog SDBF=false, Train GoPro=false2022.04 | 35.8 | |
| CMAda2Clear-weather training=Cityscapes [12], Synthetic fog=SGF [59], Real fog=GoPro, Density Estimator=FADE [11]2019.01 | 35.7 | |
| CMAda2Clear-weather training=Cityscapes [12], Synthetic fog=SDBF (ours), Real fog=GoPro, Density Estimator=FADE [11]2019.01 | 35.5 | |
| FDATrain Clear-weather Cityscapes=true, Train Synthetic & Real fog SDBF=false, Train GoPro=true2022.04 | 29.8 | |
| AdSegNetClear-weather training=Cityscapes [12], Synthetic fog=SGF [59], Real fog=GoPro2019.01 | 15.8 | |
| AdSegNetTrain Clear-weather Cityscapes=true, Train Synthetic & Real fog SDBF=false, Train GoPro=true2022.04 | 15.8 |