Few-shot semantic segmentation on COCO-20i (4-fold cross-validation)
49.26mIoU (Fold 0)BAM
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| BAMBackbone=ResNet50, Shot=5-shot2022.03 | 49.26 | 54.2 | 51.63 | 49.55 | 51.16 | — | |
| BAMBackbone=VGG16, Shot=5-shot2022.03 | 47.02 | 52.62 | 48.59 | 49.11 | 49.34 | — | |
| BaselineBackbone=ResNet50, Shot=5-shot2022.03 | 46.98 | 51.87 | 49.49 | 47.81 | 49.04 | — | |
| BaselineBackbone=VGG16, Shot=5-shot2022.03 | 45.93 | 48.88 | 47.87 | 46.96 | 47.41 | — | |
| HSNetBackbone network=ResNet101, k-shot=5-shot2021.04 | 45.9 | 53 | 51.8 | 47.1 | 49.5 | 72.4 | |
| BAMBackbone=ResNet50, Shot=1-shot2022.03 | 43.41 | 50.59 | 47.49 | 43.42 | 46.23 | — | |
| HSNetBackbone network=ResNet50, k-shot=5-shot2021.04 | 43.3 | 51.3 | 48.2 | 45 | 46.9 | 70.7 | |
| HSNetBackbone=ResNet50, Shot=5-shot2022.03 | 43.3 | 51.3 | 48.2 | 45 | 46.9 | — | |
| BaselineBackbone=ResNet50, Shot=1-shot2022.03 | 41.92 | 45.35 | 43.86 | 41.24 | 43.09 | — | |
| PFENetBackbone network=ResNet101, k-shot=5-shot2021.04 | 40.4 | 46.8 | 43.2 | 40.5 | 42.7 | 65.8 | |
| RePRIBackbone network=ResNet50, k-shot=5-shot2021.04 | 39.3 | 45.4 | 39.7 | 41.8 | 41.6 | — | |
| PPNetBackbone network=ResNet50, k-shot=5-shot2021.04 | 39 | 40.8 | 37.1 | 37.3 | 38.5 | — | |
| BAMBackbone=VGG16, Shot=1-shot2022.03 | 38.96 | 47.04 | 46.41 | 41.57 | 43.5 | — | |
| BaselineBackbone=VGG16, Shot=1-shot2022.03 | 38.42 | 43.75 | 44.32 | 39.84 | 41.58 | — | |
| PFENetBackbone=VGG16, Shot=5-shot2022.03 | 38.2 | 42.5 | 41.8 | 38.9 | 40.4 | — | |
| HSNetBackbone network=ResNet101, k-shot=1-shot2021.04 | 37.2 | 44.1 | 42.4 | 41.3 | 41.2 | 69.1 | |
| PFENetBackbone network=ResNet101, k-shot=1-shot2021.04 | 36.8 | 41.8 | 38.7 | 36.7 | 38.5 | 63 | |
| PFENetBackbone network=ResNet50, k-shot=1-shot2021.04 | 36.5 | 38.6 | 34.5 | 33.8 | 35.8 | — | |
| PFENetBackbone network=ResNet50, k-shot=5-shot2021.04 | 36.5 | 43.3 | 37.8 | 38.4 | 39 | — | |
| HSNetBackbone network=ResNet50, k-shot=1-shot2021.04 | 36.3 | 43.1 | 38.7 | 38.7 | 39.2 | 68.2 | |
| HSNetBackbone=ResNet50, Shot=1-shot2022.03 | 36.3 | 43.1 | 38.7 | 38.7 | 39.2 | — | |
| PFENetBackbone=VGG16, Shot=1-shot2022.03 | 35.4 | 38.1 | 36.8 | 34.7 | 36.3 | — | |
| RPMMBackbone network=ResNet50, k-shot=5-shot2021.04 | 33.8 | 42 | 33 | 33.3 | 35.5 | — | |
| PMMBackbone network=ResNet50, k-shot=5-shot2021.04 | 33 | 40.6 | 30.3 | 33.3 | 34.3 | — | |
| HFABackbone=ResNet50, Shot=5-shot2022.03 | 32.69 | 42.12 | 30.35 | 36.19 | 35.34 | — | |
| RePRIBackbone network=ResNet50, k-shot=1-shot2021.04 | 32 | 38.7 | 32.7 | 33.1 | 34.1 | — | |
| PRNetBackbone=VGG16, Shot=5-shot2022.03 | 31.18 | 36.54 | 31.54 | 32 | 32.82 | — | |
| DANBackbone network=ResNet101, k-shot=5-shot2021.04 | 29.6 | — | — | — | — | 63.9 | |
| RPMMBackbone network=ResNet50, k-shot=1-shot2021.04 | 29.5 | 36.8 | 28.9 | 27 | 30.6 | — | |
| PMMBackbone network=ResNet50, k-shot=1-shot2021.04 | 29.3 | 34.8 | 27.1 | 27.3 | 29.6 | — | |
| HFABackbone=ResNet50, Shot=1-shot2022.03 | 28.65 | 36.02 | 30.16 | 33.28 | 32.03 | — | |
| PPNetBackbone network=ResNet50, k-shot=1-shot2021.04 | 28.1 | 30.8 | 29.5 | 27.7 | 29 | — | |
| PRNetBackbone=VGG16, Shot=1-shot2022.03 | 27.46 | 32.99 | 26.7 | 28.98 | 29.03 | — | |
| DANBackbone network=ResNet101, k-shot=1-shot2021.04 | 24.4 | — | — | — | — | 62.3 | |
| FWBBackbone=VGG16, Shot=5-shot2022.03 | 20.94 | 19.24 | 21.94 | 28.39 | 22.63 | — | |
| FWBBackbone network=ResNet101, k-shot=5-shot2021.04 | 19.1 | 21.5 | 23.9 | 30.1 | 23.7 | — | |
| FWBBackbone=VGG16, Shot=1-shot2022.03 | 18.35 | 16.72 | 19.59 | 25.43 | 20.02 | — | |
| FWBBackbone network=ResNet101, k-shot=1-shot2021.04 | 17 | 18 | 21 | 28.9 | 21.2 | — | |
| ASGNetBackbone=ResNet50, Shot=1-shot2022.03 | — | — | — | — | 34.56 | — | |
| ASGNetBackbone=ResNet50, Shot=5-shot2022.03 | — | — | — | — | 42.48 | — |