scRNA-seq imputation on Human heart cell atlas (50% MCAR)
6.109RMSEReMDM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ReMDMNumber of samples=5-samples2026.04 | 6.109 | 0.434 | 0.025 | 6.509 | |
| CountsDiffNumber of samples=5-samples2026.04 | 6.209 | 0.427 | 0.161 | 5.814 | |
| scIDPMsNumber of samples=5-samples2026.04 | 6.954 | 0.348 | 1.035 | 3.278 | |
| CountsDiffNumber of samples=1-sample2026.04 | 7.035 | 0.312 | 0.16 | 7.062 | |
| Conditional Mean2026.04 | 7.536 | 0.494 | 0.007 | 4.205 | |
| Mean imputation2026.04 | 8.542 | 0.314 | 0.012 | 2.937 | |
| Hi-VAE2026.04 | 8.832 | 0 | 2.776 | 0.202 | |
| ReMDMNumber of samples=1-sample2026.04 | 8.877 | 0.325 | 0.027 | 7.466 | |
| scIDPMsFiltering status=filtered2026.04 | 8.994 | 0.312 | 1.55 | 1.061 | |
| MAGIC2026.04 | 9.392 | 0.388 | 3.458 | 0.379 | |
| RAW2026.04 | 9.565 | — | 3.507 | 0.321 | |
| scIDPMsNumber of samples=1-sample2026.04 | 10 | 0.312 | 10 | 1.063 | |
| GAIN2026.04 | 121.322 | 0.24 | 6.293 | 1.317 | |
| Forest Diffusion2026.04 | 136.218 | 0.016 | 46.672 | 0.048 |