Few-shot Classification on Plant Disease 5-way 1-shot
77.93AccuracySimSiam + AugSelf
Evaluation results
| Method | Links | |
|---|---|---|
| SimSiam + AugSelfBackbone=ResNet-50, Pre-training Dataset=ImageNet1002021.11 | 77.93 | |
| SimSiamBackbone=ResNet-50, Pre-training Dataset=ImageNet1002021.11 | 75.72 | |
| MoCo v2 + AugSelfBackbone=ResNet-50, Pre-training Dataset=ImageNet1002021.11 | 71.8 | |
| Supervised + AugSelfBackbone=ResNet-50, Pre-training Dataset=ImageNet1002021.11 | 70.82 | |
| SupervisedBackbone=ResNet-50, Pre-training Dataset=ImageNet1002021.11 | 68.95 | |
| MoCo v2Backbone=ResNet-50, Pre-training Dataset=ImageNet1002021.11 | 65.73 | |
| SimSiam + AugSelfBackbone=ResNet-18, Pre-training Dataset=STL102021.11 | 62.85 | |
| MoCo v2 + AugSelfBackbone=ResNet-18, Pre-training Dataset=STL102021.11 | 60.78 | |
| SimSiamBackbone=ResNet-18, Pre-training Dataset=STL102021.11 | 58.13 | |
| MoCo v2Backbone=ResNet-18, Pre-training Dataset=STL102021.11 | 57.87 |