Image Classification on ColoredMNIST 1.0 (Dout)
75AccuracyTheoretical UB
Evaluation results
| Method | Links | |
|---|---|---|
| Theoretical UB2022.11 | 75 | |
| Chroma-VAElatent_representation=z2, classifier_type=k-nearest neighbor (k=sqrt(N))2022.11 | 72.4 | |
| Invarianttraining_data=black-and-white images2022.11 | 65.6 | |
| JTT2022.11 | 63.8 | |
| Naive-Classtype=standard ERM classifier2022.11 | 17.8 | |
| Chroma-VAElatent_representation=z1, classifier_type=MLP2022.11 | 14.5 | |
| Naive-VAE-Classtype=standard VAE classifier2022.11 | 13.2 | |
| Naive-Independenttraining_process=standard VAE trained on unlabelled data, then classifier trained on latent projection2022.11 | 11.4 |