scRNA-seq imputation on human fetus cell atlas 25% low-biased missingness (MNAR)
0.469RMSEConditional Mean
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Conditional Mean2026.04 | 0.469 | 0.425 | 0.285 | -5.761 | |
| CountsDiffnumber of samples=5-sample2026.04 | 0.58 | 0.355 | 0.3 | 6.144 | |
| ReMDMnumber of samples=5-sample2026.04 | 0.636 | 0.374 | 0.312 | 6.477 | |
| CountsDiffnumber of samples=1-sample2026.04 | 0.871 | 0.418 | 0.299 | 6.409 | |
| Hi-VAE2026.04 | 0.89 | 0.006 | -0.301 | -1.941 | |
| Mean imputation2026.04 | 0.898 | 0.248 | -0.895 | -5.726 | |
| MAGIC2026.04 | 0.997 | 0.143 | -0.994 | -5.273 | |
| RAW2026.04 | 0.998 | — | -0.994 | -5.272 | |
| ReMDMnumber of samples=1-sample2026.04 | 1.02 | 0.468 | 0.314 | -6.688 | |
| scIDPMsfiltering status=filtered2026.04 | 2.195 | 0.285 | 1.209 | -2.198 | |
| Forest-Diffusion2026.04 | 4.393 | 0.059 | 1.4 | -2.023 | |
| scIDPMsnumber of samples=1-sample2026.04 | 10 | -0.369 | 10 | -1.01 | |
| scIDPMsnumber of samples=5-sample2026.04 | 10 | 0.108 | 10 | -3.649 | |
| GAIN2026.04 | 52.333 | 0.279 | 27.953 | -1.663 |