Single-cell data integration on Immune Human
61.9ASW (Cell Type)sysVI
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| sysVIYear=2024, Type=Deep Learning2026.05 | 61.9 | 85.5 | 77.9 | 74.5 | 75 | 89.9 | 81 | — | |
| SCALEXYear=2022, Type=Deep Learning2026.05 | 57.4 | 91.5 | 73.6 | 77.5 | 75 | 87.1 | 79.8 | — | |
| scHelixYear=Ours, Type=Deep Learning2026.05 | 57.3 | 82.6 | 81.6 | 81 | 75.6 | 92.4 | 82.3 | 0.98 | |
| scCobraYear=2025, Type=Deep Learning2026.05 | 56.3 | 93 | 73 | 77.9 | 75.1 | 87.8 | 80.1 | — | |
| HarmonyYear=2019, Type=Traditional2026.05 | 56.1 | 79.2 | 81.4 | 81.6 | 74.6 | 92 | 81.5 | — | |
| INSCTYear=2021, Type=Deep Learning2026.05 | 56.1 | 88.6 | 58.1 | 73.7 | 69.1 | 81.3 | 74 | — | |
| SCEMENTYear=2025, Type=Traditional2026.05 | 55.8 | 74.1 | 76.3 | 80 | 71.6 | 88.1 | 78.2 | — | |
| scVIYear=2018, Type=Deep Learning2026.05 | 53.6 | 82.3 | 79.9 | 80.9 | 74.2 | 92.1 | 81.4 | — |