Generalized Few-shot Semantic Segmentation on PASCAL-5 i (val)
66.53Average Base mIoUBase Classifier
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Base ClassifierBackbone=ResNet-101, Shot=N/A2022.10 | 66.53 | 67.42 | — | 66.08 | — | 64.93 | — | 67.7 | — | — | — | — | |
| CAPLBackbone=ResNet-50, Shot=52022.10 | 66.14 | — | — | — | — | — | — | — | — | 22.41 | 55.72 | 33.48 | |
| CAPLBackbone=ResNet-50, Shot=12022.10 | 65.48 | — | — | — | — | — | — | — | — | 18.85 | 54.38 | 29.16 | |
| Base ClassifierBackbone=ResNet-50, Shot=N/A2022.10 | 64.17 | 63.15 | — | 64.17 | — | 63.87 | — | 65.47 | — | — | — | — | |
| ACASTLEBackbone=ResNet-101, Shot=52022.10 | 63.28 | 62.98 | 51.75 | 63.26 | 47.61 | 64.04 | 41.07 | 62.82 | 36.28 | 44.18 | 58.5 | 52.03 | |
| ACASTLEBackbone=ResNet-50, Shot=52022.10 | 62.48 | 60.56 | 45.64 | 62.87 | 53.87 | 62.91 | 42.41 | 63.59 | 42.68 | 46.15 | 58.4 | 53.09 | |
| Prediction Calibration Network (PCN)Backbone=ResNet-50, Shot=12022.10 | 61.28 | 59.43 | 47.98 | 61.31 | 51.27 | 61.44 | 51.25 | 62.93 | 41.34 | 47.96 | 57.95 | 53.81 | |
| Prediction Calibration Network (PCN)Backbone=ResNet-50, Shot=52022.10 | 60.85 | 59.05 | 53.03 | 60.59 | 58.03 | 60.6 | 61.67 | 63.15 | 51.6 | 56.08 | 59.66 | 58.37 | |
| Prediction Calibration Network (PCN)Backbone=ResNet-101, Shot=12022.10 | 60.7 | 60.3 | 51.38 | 60.04 | 44.03 | 61.16 | 39.91 | 61.29 | 33.09 | 42.1 | 56.05 | 49.72 | |
| Prediction Calibration Network (PCN)Backbone=ResNet-101, Shot=52022.10 | 59.85 | 59.1 | 56.35 | 59.18 | 49.21 | 60.25 | 48.41 | 60.88 | 43.47 | 49.36 | 57.23 | 54.1 | |
| ACASTLEBackbone=ResNet-50, Shot=12022.10 | 58.84 | 59.46 | 34.82 | 55.12 | 37.64 | 59.69 | 40.45 | 61.09 | 32.08 | 36.25 | 53.19 | 44.86 | |
| ACASTLEBackbone=ResNet-101, Shot=12022.10 | 58.54 | 62.3 | 39.61 | 56.6 | 38.12 | 59.43 | 32.17 | 55.84 | 30.34 | 35.06 | 52.67 | 43.86 | |
| PFENetBackbone=ResNet-50, Shot=12022.10 | 57.72 | 58.24 | 13 | 59.14 | 9.99 | 54.87 | 6.08 | 58.61 | 5.13 | 8.55 | 45.42 | 14.89 | |
| PFENetBackbone=ResNet-101, Shot=12022.10 | 57.57 | 58.64 | 20.42 | 59.72 | 6 | 56.85 | 12.62 | 55.06 | 13.31 | 13.09 | 46.45 | 21.33 | |
| PFENetBackbone=ResNet-50, Shot=52022.10 | 57.54 | 57.81 | 13.38 | 58.96 | 9.8 | 54.72 | 6.17 | 58.68 | 5.01 | 8.59 | 45.3 | 14.95 | |
| PFENetBackbone=ResNet-101, Shot=52022.10 | 57.5 | 58.56 | 20.65 | 59.7 | 6.48 | 57.02 | 12.2 | 54.71 | 13.17 | 13.13 | 46.4 | 21.37 | |
| Normalized Score Fusion (NSF)Backbone=ResNet-50, Shot=52022.10 | 43.19 | 29.9 | 59.07 | 44.99 | 64.01 | 49.6 | 62.74 | 48.25 | 48.36 | 58.55 | 47.03 | 49.71 | |
| Normalized Score Fusion (NSF)Backbone=ResNet-101, Shot=52022.10 | 40.09 | 27.41 | 59.97 | 41.54 | 67.39 | 43.44 | 65.69 | 47.96 | 50.47 | 60.88 | 45.29 | 48.34 | |
| Normalized Score Fusion (NSF)Backbone=ResNet-50, Shot=12022.10 | 38.26 | 29.38 | 51.86 | 36.61 | 55.41 | 44.73 | 50.63 | 42.3 | 36.93 | 48.71 | 40.87 | 42.85 | |
| Normalized Score Fusion (NSF)Backbone=ResNet-101, Shot=12022.10 | 35.36 | 27.65 | 52.64 | 34.42 | 61.93 | 37.75 | 58.72 | 41.63 | 41.56 | 53.71 | 39.95 | 42.65 | |
| DENetBackbone=ResNet-50, Shot=52022.10 | 23.2 | 30.15 | 58.04 | 18.58 | 66.1 | 21.21 | 61 | 22.84 | 47.73 | 58.22 | 31.95 | 33.17 | |
| DENetBackbone=ResNet-50, Shot=12022.10 | 22.83 | 29.91 | 56.66 | 18.2 | 65.68 | 20.75 | 60.48 | 22.45 | 47.02 | 57.46 | 31.49 | 32.67 |