Galaxy Morphology Classification on Galaxy10 DECals (test)
94.86Top-1 AccuracyAstroformer
Evaluation Results
| Method | Links | |
|---|---|---|
| AstroformerTraining Data Regime=Galaxy10 only2023.04 | 94.86 | |
| Noisy StudentTraining Data Regime=Galaxy 10 + Zoo2023.04 | 91.8 | |
| EfficientNetv2Training Data Regime=Galaxy10 only2023.04 | 90.24 | |
| SimCLRv2Training Data Regime=Galaxy 10 + Zoo2023.04 | 90.24 | |
| DenseNet 121Training Data Regime=Galaxy10 only2023.04 | 88.64 | |
| LumaTraining Data Regime=Galaxy10 only2023.04 | 86.2 | |
| EfficientNetTraining Data Regime=Galaxy10 only2023.04 | 86 | |
| Deep Galaxies CNNTraining Data Regime=Galaxy10 only2023.04 | 84.04 | |
| Standard CoAtNet-1Training Data Regime=Galaxy10 only2023.04 | 81.55 | |
| DeepAstroUDATraining Data Regime=Galaxy10 only2023.04 | 79 | |
| Architectural Optimization Over SubgroupsTraining Data Regime=Galaxy10 only2023.04 | 77 | |
| Fractal AnalysisTraining Data Regime=Galaxy10 only2023.04 | 73.45 | |
| Random BaselineTraining Data Regime=Galaxy10 only2023.04 | 14.77 |