Clustering on Darmanis scRNA-seq
79.3Clustering Accuracyi-IF-Lap+DeepCluster
Evaluation results
| Method | Links | ||
|---|---|---|---|
| i-IF-Lap+DeepCluster2026.03 | 79.3 | — | |
| IFPCA2026.03 | 78.9 | — | |
| i-IF-Lap2026.03 | 78.5 | — | |
| i-IF-Lap2026.03 | 78.5 | — | |
| i-IF-PCA2026.03 | 78.3 | — | |
| Seurat2026.03 | 77.9 | — | |
| scAMF2026.03 | 76.6 | — | |
| SC32026.03 | 73.6 | — | |
| i-IF-Lap+UMAP2026.03 | 71.8 | — | |
| i-IF-Lap+VAE2026.03 | 66.2 | — | |
| UMAP2026.03 | 62.8 | — | |
| DESC2026.03 | 60.9 | — | |
| DeepCluster2026.03 | 58.3 | — | |
| IFVAE2026.03 | 54 | — | |
| CLEAR2026.03 | 48.7 | — | |
| DeepCluster2026.03 | — | 45.8 | |
| DESC2026.03 | — | 52.6 | |
| i-IF-Lap2026.03 | — | 69.4 | |
| i-IF-Lap+DeepClusterDownstream Clustering=DeepCluster2026.03 | — | 70.3 | |
| i-IF-Lap+UMAPDownstream Clustering=UMAP2026.03 | — | 59.1 | |
| i-IF-Lap+VAEDownstream Clustering=VAE2026.03 | — | 55.8 | |
| i-IF-PCA2026.03 | — | 67.4 | |
| IFPCA2026.03 | — | 70.3 | |
| IFVAE2026.03 | — | 42.8 | |
| SC32026.03 | — | 70 | |
| scAMF2026.03 | — | 66.7 | |
| Seurat2026.03 | — | 71.9 | |
| UMAP2026.03 | — | 53.5 |