Cell-type deconvolution on Tabula Sapiens pseudobulk (test)
98.59R2Dismir
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| DismirLabeling Scheme=DD Soft Labels w/ pool., Deconvolver=PSLS, Calibrator=Lin. simplex2026.07 | 98.59 | 3.09 | 1.17 | |
| DismirLabeling Scheme=DD Soft Labels w/o pool., Deconvolver=NNLS, Calibrator=Lin. simplex2026.07 | 98.57 | 3.1 | 1.19 | |
| MethylBERTLabeling Scheme=DD Soft Labels w/o pool., Deconvolver=PSLS, Calibrator=Lin. simplex2026.07 | 98.51 | 3.18 | 1.24 | |
| MethylBERTLabeling Scheme=DD Soft Labels w/ pool., Deconvolver=PSLS, Calibrator=Lin. simplex2026.07 | 98.51 | 3.16 | 1.24 | |
| CancerDetectorLabeling Scheme=Prior: Uniform, Deconvolver=PSLS, Calibrator=Lin. simplex2026.07 | 98.36 | 3.17 | 1.36 | |
| MethylBERTLabeling Scheme=Canonical Soft Labels, Deconvolver=PSLS, Calibrator=Lin. simplex2026.07 | 98.27 | 2.99 | 1.44 | |
| MethylBERTLabeling Scheme=Hard labels w/ bckg., Deconvolver=PSLS†, Calibrator=Lin. simplex2026.07 | 98.2 | 3.32 | 1.5 | |
| CancerDetectorLabeling Scheme=Prior: Training Counts, Deconvolver=PSLS, Calibrator=Lin. simplex2026.07 | 98.17 | 3.31 | 1.52 | |
| CancerDetectorLabeling Scheme=Prior: Uniform, Deconvolver=PSLS, Calibrator=None2026.07 | 98.08 | 3.45 | 1.6 | |
| CancerDetectorLabeling Scheme=Prior: Training Counts, Deconvolver=PSLS, Calibrator=None2026.07 | 97.94 | 3.57 | 1.71 | |
| MethylBERTLabeling Scheme=DD Soft Labels w/ pool., Deconvolver=PSLS, Calibrator=None2026.07 | 97.87 | 3.63 | 1.77 | |
| DismirLabeling Scheme=DD Soft Labels w/ pool., Deconvolver=PSLS, Calibrator=None2026.07 | 97.85 | 3.61 | 1.79 | |
| DismirLabeling Scheme=Canonical Soft Labels, Deconvolver=NNLS†, Calibrator=Lin. simplex2026.07 | 97.8 | 3.18 | 1.83 | |
| DismirLabeling Scheme=DD Soft Labels w/o pool., Deconvolver=NNLS, Calibrator=None2026.07 | 97.67 | 3.88 | 1.93 | |
| MethylBERTLabeling Scheme=Hard labels w/ bckg., Deconvolver=SWN†, Calibrator=None2026.07 | 97.67 | 3.71 | 1.93 | |
| MethylBERTLabeling Scheme=DD Soft Labels w/o pool., Deconvolver=PSLS, Calibrator=None2026.07 | 97.61 | 3.79 | 1.99 | |
| DismirLabeling Scheme=Hard labels w/ bckg., Deconvolver=MLP†, Calibrator=Lin. simplex2026.07 | 97.56 | 3.98 | 2.02 | |
| UXMLabeling Scheme=N/A, Deconvolver=N/A, Calibrator=Lin. simplex2026.07 | 97.46 | 4.23 | 2.11 | |
| DismirLabeling Scheme=Hard labels w/ bckg., Deconvolver=MLP†, Calibrator=None2026.07 | 97.33 | 4.16 | 2.22 | |
| MethylBERTLabeling Scheme=Canonical Soft Labels, Deconvolver=PSLS, Calibrator=None2026.07 | 97.2 | 4.23 | 2.33 | |
| Lookup ClassifierLabeling Scheme=DD Soft Labels w/ pool., Deconvolver=NNLS, Calibrator=Lin. simplex2026.07 | 97.03 | 3.98 | 2.46 | |
| UXMLabeling Scheme=N/A, Deconvolver=N/A, Calibrator=None2026.07 | 96.39 | 5.59 | 3 | |
| DismirLabeling Scheme=Canonical Soft Labels, Deconvolver=MLP, Calibrator=None2026.07 | 96.23 | 4.45 | 3.13 | |
| Lookup ClassifierLabeling Scheme=DD Soft Labels w/ pool., Deconvolver=PSLS, Calibrator=None2026.07 | 95.54 | 5.8 | 3.7 | |
| Lookup ClassifierLabeling Scheme=DD Soft Labels w/o pool., Deconvolver=NNLS, Calibrator=Lin. simplex2026.07 | 94.12 | 5.77 | 4.88 | |
| Lookup ClassifierLabeling Scheme=Hard labels w/ bckg., Deconvolver=PSLS, Calibrator=Lin. simplex2026.07 | 90.46 | 8.77 | 7.91 | |
| Lookup ClassifierLabeling Scheme=DD Soft Labels w/o pool., Deconvolver=SWN, Calibrator=None2026.07 | 87.36 | 10.04 | 10.49 | |
| Lookup ClassifierLabeling Scheme=Hard labels w/ bckg., Deconvolver=SWN, Calibrator=None2026.07 | 81.58 | 12.39 | 15.29 |