Data Augmentation On Ga1457
Metrics
Classification Accuracy
Results
Performance results of various models on this benchmark
Model Name | Classification Accuracy | Paper Title | Repository |
|---|---|---|---|
| PaCMAP | 85.3 | Understanding How Dimension Reduction Tools Work: An Empirical Approach to Deciphering t-SNE, UMAP, TriMAP, and PaCMAP for Data Visualization | |
| DiffAug | 92.7 | DiffAug: Enhance Unsupervised Contrastive Learning with Domain-Knowledge-Free Diffusion-based Data Augmentation | |
| TopoAE | 74.6 | Topological Autoencoders | |
| hNNE | 77.4 | Hierarchical Nearest Neighbor Graph Embedding for Efficient Dimensionality Reduction | - |
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