Semantic Segmentation on Cityscapes (Accuracy and Timing)
76.52mIoUHAD
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| HADBackbone=Resnet-502026.03 | 76.52 | 93.81 | — | — | 3.65 | 3.5 | |
| Joint trainingBackbone=Resnet-502026.03 | 76.49 | 93.91 | — | — | 4.26 | 3 | |
| LwFBackbone=Resnet-502026.03 | 76.07 | 93.66 | — | — | 2.42 | 5 | |
| DERBackbone=Resnet-502026.03 | 73.26 | 93.16 | — | — | 1.7 | 6 | |
| iCaRLBackbone=Resnet-502026.03 | 72.8 | 92.6 | — | — | 0.22 | 7 | |
| EWCBackbone=Resnet-502026.03 | 69.44 | 90.6 | — | — | 3.41 | 3.5 | |
| SGPBackbone=Resnet-502026.03 | 65.53 | 88.44 | — | — | 0.61 | 4.5 | |
| Vanilla trainingBackbone=Resnet-502026.03 | 64.93 | 88.93 | — | — | 0 | 5.5 | |
| SPGBackbone=Resnet-502026.03 | 57.99 | 85.69 | — | — | 4.55 | 6 | |
| AutoMTLBackbone=Deeplab-ResNet-34, Task-specific head architecture=ASPP, # Params Abs. (M)=28.819, # Params Rel. (%)=-32.32021.10 | 42.8 | 74.8 | 9.3 | 13.2 | — | — | |
| Multi-TaskBackbone=Deeplab-ResNet-34, Task-specific head architecture=ASPP, # Params Abs. (M)=21.285, # Params Rel. (%)=-50.02021.10 | 42.7 | 68.1 | 4.6 | 3.1 | — | — | |
| NDDR-CNNBackbone=Deeplab-ResNet-34, Task-specific head architecture=ASPP, # Params Abs. (M)=44.059, # Params Rel. (%)=+3.52021.10 | 41.5 | 74.2 | 7.1 | 11.5 | — | — | |
| NDDR-CNN# Params=2.072019.11 | 41.5 | 74.2 | — | — | — | — | |
| AdaShare# Params=12019.11 | 41.5 | 74.9 | — | — | — | — | |
| MTANBackbone=Deeplab-ResNet-34, Task-specific head architecture=ASPP, # Params Abs. (M)=51.296, # Params Rel. (%)=+20.52021.10 | 40.8 | 74.3 | 6.2 | 11.3 | — | — | |
| MTAN# Params=2.412019.11 | 40.8 | 74.3 | — | — | — | — | |
| AdaShareBackbone=Deeplab-ResNet-34, Task-specific head architecture=ASPP, # Params Abs. (M)=21.285, # Params Rel. (%)=-50.02021.10 | 40.6 | 74.7 | 6.2 | 10.9 | — | — | |
| Cross-StitchBackbone=Deeplab-ResNet-34, Task-specific head architecture=ASPP, # Params Abs. (M)=42.569, # Params Rel. (%)=+0.02021.10 | 40.3 | 74.3 | 5.5 | 11.4 | — | — | |
| Cross-Stitch# Params=22019.11 | 40.3 | 74.3 | — | — | — | — | |
| Single-Task# Params=22019.11 | 40.2 | 74.7 | — | — | — | — | |
| SluiceBackbone=Deeplab-ResNet-34, Task-specific head architecture=ASPP, # Params Abs. (M)=42.569, # Params Rel. (%)=+0.02021.10 | 39.8 | 74.2 | 4.8 | 10.1 | — | — | |
| Sluice# Params=22019.11 | 39.8 | 74.2 | — | — | — | — | |
| DENBackbone=Deeplab-ResNet-34, Task-specific head architecture=ASPP, # Params Abs. (M)=23.838, # Params Rel. (%)=-44.02021.10 | 38 | 74.2 | 2.3 | 6.8 | — | — | |
| DEN# Params=1.122019.11 | 38 | 74.2 | — | — | — | — | |
| Multi-Task# Params=12019.11 | 37.7 | 73.8 | — | — | — | — | |
| Single-TaskBackbone=Deeplab-ResNet-34, Task-specific head architecture=ASPP, # Params Abs. (M)=42.5692021.10 | 36.5 | 73.8 | — | — | — | — |