kNN Classification on MNIST
97.8AccuracyBH-t-SNE
Evaluation results
| Method | Links | |
|---|---|---|
| BH-t-SNEk=5, cross-validation=5-fold2026.05 | 97.8 | |
| openTSNEk=5, cross-validation=5-fold2026.05 | 97.7 | |
| UMAPk=5, cross-validation=5-fold2026.05 | 97.4 | |
| t-SNEk=1002018.02 | 96.7 | |
| UMAPk=1002018.02 | 96.7 | |
| UMAPk=2002018.02 | 96.7 | |
| UMAPk=4002018.02 | 96.7 | |
| UMAPk=8002018.02 | 96.7 | |
| t-SNEk=2002018.02 | 96.6 | |
| UMAPk=16002018.02 | 96.6 | |
| SQFA-Hm=162025.01 | 96.6 | |
| t-SNEk=4002018.02 | 96.4 | |
| UMAPk=32002018.02 | 96.4 | |
| t-SNEk=8002018.02 | 96.3 | |
| SQFA-Wm=162025.01 | 96.3 | |
| LMNNm=162025.01 | 96.3 | |
| PCAm=162025.01 | 96.3 | |
| LargeVisk=1002018.02 | 96.2 | |
| LargeVisk=2002018.02 | 96.2 | |
| smSQFAm=162025.01 | 96.2 | |
| LargeVisk=4002018.02 | 96.1 | |
| LargeVisk=8002018.02 | 96.1 | |
| SQFA-Bm=162025.01 | 96.1 | |
| WDAm=162025.01 | 96.1 | |
| SQFAm=162025.01 | 96 | |
| t-SNEk=16002018.02 | 95.9 | |
| SPCAm=162025.01 | 94.9 | |
| LargeVisk=16002018.02 | 94.7 | |
| t-SNEk=32002018.02 | 94.6 | |
| SQFA-Jm=162025.01 | 94.2 | |
| SQFA-Hm=82025.01 | 93.9 | |
| LFDAm=162025.01 | 93.7 | |
| LMNNm=82025.01 | 92.7 | |
| SQFA-Bm=82025.01 | 92.1 | |
| LargeVisk=32002018.02 | 92 | |
| LDAm=82025.01 | 92 | |
| SQFAm=82025.01 | 91.8 | |
| SUDEk=5, cross-validation=5-fold2026.05 | 91.7 | |
| SQFA-Wm=82025.01 | 91.4 | |
| SPCAm=82025.01 | 90.9 | |
| smSQFAm=82025.01 | 90.8 | |
| LFDAm=82025.01 | 90.8 | |
| FastUMAPk=5, cross-validation=5-fold2026.05 | 90.3 | |
| WDAm=82025.01 | 90.1 | |
| PCAm=82025.01 | 90.1 | |
| SQFA-Jm=82025.01 | 89.9 | |
| SQFA-Hm=42025.01 | 86.7 | |
| SQFA-Bm=42025.01 | 82.6 | |
| LDAm=42025.01 | 82 | |
| LFDAm=42025.01 | 81.9 | |
| SQFAm=42025.01 | 79.9 | |
| smSQFAm=42025.01 | 77.1 | |
| SQFA-Jm=42025.01 | 76.1 | |
| SQFA-Wm=42025.01 | 74.3 | |
| LMNNm=42025.01 | 73.2 | |
| SPCAm=42025.01 | 71.3 | |
| WDAm=42025.01 | 67.2 | |
| Laplacian Eigenmapsk=1002018.02 | 66.8 | |
| Laplacian Eigenmapsk=2002018.02 | 66.7 | |
| Laplacian Eigenmapsk=4002018.02 | 66.4 | |
| Laplacian Eigenmapsk=8002018.02 | 66 | |
| Laplacian Eigenmapsk=16002018.02 | 65.1 | |
| Laplacian Eigenmapsk=32002018.02 | 63.9 | |
| PCAm=42025.01 | 63.3 | |
| SQFA-Hm=22025.01 | 62.9 | |
| smSQFAm=22025.01 | 57.7 | |
| SQFAm=22025.01 | 57.2 | |
| LFDAm=22025.01 | 54.9 | |
| LDAm=22025.01 | 52.3 | |
| SQFA-Bm=22025.01 | 51.9 | |
| WDAm=22025.01 | 50.5 | |
| SQFA-Wm=22025.01 | 48.4 | |
| LMNNm=22025.01 | 47.2 | |
| PCAk=4002018.02 | 46.8 | |
| PCAk=8002018.02 | 46.8 | |
| PCAk=2002018.02 | 46.7 | |
| PCAk=16002018.02 | 46.7 | |
| PCAk=1002018.02 | 46.2 | |
| PCAk=32002018.02 | 45.9 | |
| SQFA-Jm=22025.01 | 45.9 | |
| SPCAm=22025.01 | 44.2 | |
| PCAm=22025.01 | 42.4 |