Few-Shot Classification on mini-ImageNet (Balanced/Unbalanced 1-shot & 5-shot)
77.8Acc (Unbalanced, 1-shot)BAVARDAGE
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| BAVARDAGEBackbone=ResNet-122022.09 | 77.8 | 88 | 82.7 | 89.5 | |
| BAVARDAGEBackbone=WideResNet2022.09 | 74.1 | 85.5 | 78.5 | 87.4 | |
| BAVARDAGEBackbone=ResNet-182022.09 | 71 | 83.6 | 75.1 | 84.5 | |
| BD-CSPNBackbone=WideResNet2022.09 | 70.4 | 82.3 | 72.5 | 83.7 | |
| LaplacianShotBackbone=WideResNet2022.09 | 70 | 83.2 | 72.9 | 83.8 | |
| TIMBackbone=WideResNet2022.09 | 69.8 | 81.6 | 74.6 | 85.9 | |
| alpha-TIMBackbone=WideResNet2022.09 | 69.8 | 84.8 | — | — | |
| alpha-TIMBackbone=ResNet-182022.09 | 67.4 | 82.5 | — | — | |
| TIMBackbone=ResNet-182022.09 | 67.3 | 79.8 | 71.8 | 83.9 | |
| BD-CSPNBackbone=ResNet-182022.09 | 67 | 80.2 | 69.4 | 82 | |
| LaplacianShotBackbone=ResNet-182022.09 | 65.4 | 81.6 | 70.1 | 82.1 | |
| PT-MAPBackbone=WideResNet2022.09 | 60.6 | 66.8 | 78.9 | 86.6 | |
| Entropy-minBackbone=WideResNet2022.09 | 60.4 | 76.2 | 66.1 | 84.2 | |
| PT-MAPBackbone=ResNet-182022.09 | 60.1 | 67.1 | 76.9 | 85.3 | |
| Entropy-minBackbone=ResNet-182022.09 | 58.5 | 74.8 | 63.6 | 82.1 | |
| VersaBackbone=ResNet-182022.09 | 47.8 | 61.9 | 50 | 65.6 | |
| MAMLBackbone=ResNet-182022.09 | 47.6 | 64.5 | 51.4 | 69.5 |