Single-cell data integration on Failing Human Heart
0.759ASWctsysVI
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| sysVIYear=2024, Type=Deep Learning2026.05 | 0.759 | 0.911 | 0.931 | 0.925 | 0.882 | 0.853 | 0.87 | — | |
| scHelixYear=Ours, Type=Deep Learning2026.05 | 0.756 | 0.89 | 0.974 | 0.963 | 0.896 | 0.875 | 0.887 | 1.26 | |
| HarmonyYear=2019, Type=Traditional2026.05 | 0.72 | 0.856 | 0.965 | 0.945 | 0.872 | 0.861 | 0.867 | — | |
| SCALEXYear=2022, Type=Deep Learning2026.05 | 0.673 | 0.924 | 0.942 | 0.928 | 0.867 | 0.878 | 0.871 | — | |
| scCobraYear=2025, Type=Deep Learning2026.05 | 0.661 | 0.953 | 0.951 | 0.937 | 0.876 | 0.877 | 0.876 | — | |
| SCEMENTYear=2025, Type=Traditional2026.05 | 0.658 | 0.883 | 0.84 | 0.909 | 0.823 | 0.907 | 0.856 | — | |
| INSCTYear=2021, Type=Deep Learning2026.05 | 0.602 | 0.945 | 0.916 | 0.91 | 0.843 | 0.738 | 0.801 | — | |
| scVIYear=2018, Type=Deep Learning2026.05 | 0.524 | 0.818 | 0.964 | 0.953 | 0.815 | 0.873 | 0.838 | — |