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Benchmarks
2-way 5-shot classification on CelebA attributes (downstream)
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87.1
Accuracy
Supervised MAML
50.0864
59.6957
69.305
78.9143
Jun 18, 2020
Accuracy
Updated 1mo ago
Evaluation Results
Method
Method
Links
Accuracy
Supervised MAML
Feature Extractor=N/A
2020.06
87.1
Supervised ProtoNets
Feature Extractor=N/A
2020.06
85.13
Transfer Learning (VGG-19)
Feature Extractor=N/A
2020.06
79.76
CACTUs MAML
Feature Extractor=BiGAN
2020.06
74.98
LASIUM-N-GAN-MAML
Feature Extractor=N/A
2020.06
74.79
CACTUs ProtoNets
Feature Extractor=Deep...
2020.06
74.15
CACTUs MAML
Feature Extractor=Deep...
2020.06
73.79
LASIUM-N-GAN-ProtoNets
Feature Extractor=N/A
2020.06
73.41
CACTUs ProtoNets
Feature Extractor=BiGAN
2020.06
65.58
Training from scratch
Feature Extractor=N/A
2020.06
63.19
K-nearest neighbors
Feature Extractor=Deep...
2020.06
61.47
MLP with dropout
Feature Extractor=Deep...
2020.06
60.65
Linear Classifier
Feature Extractor=Deep...
2020.06
59.57
Linear Classifier
Feature Extractor=BiGAN
2020.06
58.44
MLP with dropout
Feature Extractor=BiGAN
2020.06
56.26
Cluster matching
Feature Extractor=BiGAN
2020.06
56.2
K-nearest neighbors
Feature Extractor=BiGAN
2020.06
56.15
Cluster matching
Feature Extractor=Deep...
2020.06
51.51
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