Comparison of mIoU on PASCAL-5i
| Model | Backbone | Mean (one-shot) | Mean (five-shot) |
|---|---|---|---|
| SSP (Fan et al., 2022) | ResNet-50 | 61.7 | 69.3 |
| DFESN (Zhou, 2023) | ResNet-50 | 63.1 | 64.6 |
| MCE (Xu et al., 2023b) | ResNet-50 | 65.9 | 70.0 |
| ABCNet (Wang et al., 2023) | ResNet-50 | 65.0 | 69.6 |
| SCCAN (Xu et al., 2023a) | ResNet-50 | 67.0 | 70.3 |
| FECANet (Liu et al., 2023) | ResNet-50 | 67.4 | 70.0 |
| PMNet (Chen et al., 2024b) | ResNet-50 | 65.4 | 71.3 |
| Proposed method | ResNet-50 | 66.3 | 73.8 |
| EfficientNetV2-s | |||
| CLIP visual encoder (ViT-L) |
| Model | Backbone | Mean (one-shot) | Mean (five-shot) |
|---|---|---|---|
| ResNet-50 | 61.7 | 69.3 | |
| ResNet-50 | 63.1 | 64.6 | |
| ResNet-50 | 65.9 | 70.0 | |
| ABCNet ( | ResNet-50 | 65.0 | 69.6 |
| ResNet-50 | 67.0 | 70.3 | |
| FECANet ( | ResNet-50 | 70.0 | |
| PMNet ( | ResNet-50 | 65.4 | 71.3 |
| Proposed method | ResNet-50 | 66.3 | |
| EfficientNetV2-s | |||
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