Embedding Quality Evaluation on Chest x-ray (RSNA) (train+test)
84T5 ScoreP-UMAP-CE
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| P-UMAP-CE2026.06 | 84 | 84.03 | 84.09 | 22.3 | 16.15 | 78 | |
| P-UMAP-CEMSE2026.06 | 83.79 | 83.93 | 83.98 | 23.15 | 17 | 70 | |
| UMAPns (negative sampling rate)=32026.06 | 83.4 | 83.3 | 83.15 | 25.05 | 17.85 | 79 | |
| UMAPEvaluation Mode=Train+Test2026.06 | 83.4 | 83.3 | 83.15 | 23.9 | 17.85 | 76 | |
| UMAPns (negative sampling rate)=52026.06 | 83.35 | 83.26 | 83.14 | 23.85 | 19.05 | 245 | |
| P-UMAP-MSE2026.06 | 83.25 | 83.23 | 83.05 | 23.3 | 17.9 | 63 | |
| UMAPns (negative sampling rate)=12026.06 | 83.21 | 83.12 | 83.01 | 22.89 | 17.5 | 30 |