Single-cell perturbation prediction on E-MTAB-14065 (LOO mode)
0.7531Delta Pearson (DE genes)SAMS-VAE
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| SAMS-VAEEvaluation Protocol=LOO mode2026.05 | 0.7531 | 0.6723 | 0.9322 | 0.4892 | 79.7 | 16.98 | |
| LFADSEvaluation Protocol=LOO mode2026.05 | 0.7511 | 0.6347 | 0.9583 | 0.4644 | 74.54 | 19.56 | |
| CITE-VAEEvaluation Protocol=LOO mode2026.05 | 0.751 | 0.6346 | 0.9852 | 0.4712 | 83.03 | 30.61 | |
| ElasticNetEvaluation Protocol=LOO mode2026.05 | 0.7354 | 0.7075 | 0.7212 | 0.5502 | 86.62 | 38.46 | |
| scGPTEvaluation Protocol=LOO mode2026.05 | 0.7199 | 0.666 | 0.9253 | 0.5029 | 83.87 | 29.97 | |
| UCEEvaluation Protocol=LOO mode2026.05 | 0.463 | — | — | — | 80.67 | 20.58 | |
| scNODEEvaluation Protocol=LOO mode2026.05 | 0.3428 | 0.6719 | 0.9718 | 0.4849 | 78.45 | 26.4 | |
| DiscrepancyVAEEvaluation Protocol=LOO mode2026.05 | 0.3287 | 0.8902 | 0.8236 | 0.7102 | 70.98 | 20.63 | |
| RENGEEvaluation Protocol=LOO mode2026.05 | 0.2496 | 0.7724 | 0.8601 | 0.807 | 87.87 | 99.44 | |
| CellOTEvaluation Protocol=LOO mode2026.05 | 0.0784 | — | — | — | 56.16 | 7.1 |