Semantic Segmentation on Pascal-VOC 12 (val) with Resource Tracking
64.71mIoUVanilla training
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Vanilla trainingArchitecture=UPerNet, #Layers=All2024.11 | 64.71 | 77.32 | 2,168.78 | 2,168.78 | |
| Vanilla trainingArchitecture=DLV3, #Layers=All2024.11 | 58.44 | 72.03 | 1,128.02 | 1,128.02 | |
| Vanilla trainingArchitecture=PSPNet, #Layers=All2024.11 | 54.97 | 68.46 | 920.78 | 920.78 | |
| Vanilla trainingArchitecture=PSPNet, #Layers=102024.11 | 53.17 | 67.18 | 352 | 352 | |
| SVDArchitecture=PSPNet, #Layers=10, epsilon=0.92024.11 | 52.7 | 66.39 | 295.6 | 292.46 | |
| HOSVDArchitecture=DLV3, #Layers=10, epsilon=0.92024.11 | 52.26 | 65.8 | 9.23 | 7.24 | |
| HOSVDArchitecture=PSPNet, #Layers=10, epsilon=0.92024.11 | 52.11 | 65.5 | 8.18 | 6.44 | |
| SVDArchitecture=PSPNet, #Layers=10, epsilon=0.82024.11 | 52.03 | 65.44 | 238.2 | 232.5 | |
| Gradient FilterArchitecture=PSPNet, #Layers=102024.11 | 51.2 | 65.01 | 22 | 22 | |
| HOSVDArchitecture=PSPNet, #Layers=10, epsilon=0.82024.11 | 49.23 | 62.39 | 1.4 | 1.24 | |
| Vanilla trainingArchitecture=PSPNet-M, #Layers=All2024.11 | 48.92 | 62.11 | 2,622.49 | 2,622.49 | |
| HOSVDArchitecture=UPerNet, #Layers=10, epsilon=0.92024.11 | 47.94 | 60.7 | 7.81 | 7.51 | |
| Vanilla trainingArchitecture=FCN, #Layers=All2024.11 | 45.36 | 59.53 | 952 | 952 | |
| HOSVDArchitecture=PSPNet-M, #Layers=10, epsilon=0.92024.11 | 44 | 56.9 | 8.2 | 6.16 | |
| HOSVDArchitecture=FCN, #Layers=10, epsilon=0.92024.11 | 39.89 | 52.11 | 17.57 | 14.28 | |
| Vanilla trainingArchitecture=PSPNet, #Layers=52024.11 | 39.36 | 51.79 | 128 | 128 | |
| Gradient FilterArchitecture=PSPNet, #Layers=52024.11 | 39.34 | 51.59 | 8 | 8 | |
| SVDArchitecture=PSPNet, #Layers=5, epsilon=0.92024.11 | 39.34 | 50.92 | 111.2 | 108.88 | |
| HOSVDArchitecture=PSPNet, #Layers=5, epsilon=0.92024.11 | 39.03 | 50.29 | 2.26 | 1.7 | |
| SVDArchitecture=PSPNet, #Layers=5, epsilon=0.82024.11 | 38.97 | 50.04 | 90.4 | 85.64 | |
| HOSVDArchitecture=PSPNet, #Layers=5, epsilon=0.82024.11 | 38.11 | 49.29 | 0.47 | 0.32 |