Semantic Segmentation on Taskonomy (test)
73.7mIoUDEN
Evaluation Results
| Method | Links | |
|---|---|---|
| DEN# Params (M)=23.8382021.10 | 73.7 | |
| MTAN# Params (M)=95.9942021.10 | 62.1 | |
| NDDR-CNN# Params (M)=115.1512021.10 | 59.9 | |
| Multi-Task# Params (M)=21.2852021.10 | 59.6 | |
| Sluice# Params (M)=106.4242021.10 | 59.6 | |
| Single-Task# Params (M)=106.4242021.10 | 57.5 | |
| Cross-Stitch# Params (M)=106.4242021.10 | 57 | |
| AdaShare# Params (M)=21.2852021.10 | 56.2 | |
| AutoMTL# Params (M)=53.1062021.10 | 55.8 | |
| Learn to Branch# Params (M)=30.6502021.10 | 52.1 | |
| PolyMaXbackbone=ConvNeXt-B2023.11 | 41.17 | |
| PolyMaXbackbone=ConvNeXt-L2023.11 | 40.94 | |
| PolyMaXbackbone=ConvNeXt-S2023.11 | 38.99 | |
| PolyMaXbackbone=ConvNeXt-T2023.11 | 35.23 | |
| PolyMaXbackbone=ResNet-502023.11 | 35 | |
| DeepLabv3+backbone=ResNet-502023.11 | 32.87 |