2-way 5-shot classification on CelebA attributes (downstream)
87.1AccuracySupervised MAML
Evaluation Results
| Method | Links | |
|---|---|---|
| Supervised MAMLFeature Extractor=N/A2020.06 | 87.1 | |
| Supervised ProtoNetsFeature Extractor=N/A2020.06 | 85.13 | |
| Transfer Learning (VGG-19)Feature Extractor=N/A2020.06 | 79.76 | |
| CACTUs MAMLFeature Extractor=BiGAN2020.06 | 74.98 | |
| LASIUM-N-GAN-MAMLFeature Extractor=N/A2020.06 | 74.79 | |
| CACTUs ProtoNetsFeature Extractor=DeepCluster2020.06 | 74.15 | |
| CACTUs MAMLFeature Extractor=DeepCluster2020.06 | 73.79 | |
| LASIUM-N-GAN-ProtoNetsFeature Extractor=N/A2020.06 | 73.41 | |
| CACTUs ProtoNetsFeature Extractor=BiGAN2020.06 | 65.58 | |
| Training from scratchFeature Extractor=N/A2020.06 | 63.19 | |
| K-nearest neighborsFeature Extractor=DeepCluster2020.06 | 61.47 | |
| MLP with dropoutFeature Extractor=DeepCluster2020.06 | 60.65 | |
| Linear ClassifierFeature Extractor=DeepCluster2020.06 | 59.57 | |
| Linear ClassifierFeature Extractor=BiGAN2020.06 | 58.44 | |
| MLP with dropoutFeature Extractor=BiGAN2020.06 | 56.26 | |
| Cluster matchingFeature Extractor=BiGAN2020.06 | 56.2 | |
| K-nearest neighborsFeature Extractor=BiGAN2020.06 | 56.15 | |
| Cluster matchingFeature Extractor=DeepCluster2020.06 | 51.51 |