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. 2025 Aug 26;26(4):bbaf411. doi: 10.1093/bib/bbaf411

Figure 5.

Benchmarks on the simulated unpaired datasets and unpaired Muto-2021 dataset.

Evaluation of sCIN on unpaired datasets. (a) Schematic showing the simulation of unpaired data from paired data. (b) Recall@k performance on the simulated unpaired datasets. (c) Cell type accuracy performance on the simulated unpaired datasets. (d) ASW based on joint embeddings from the simulated unpaired datasets. (e) Comparison of sCIN and the state-of-the-art models’ performances according to cell type@k metric on Muto et al. dataset. (f) Comparison of sCIN and the state-of-the-art models’ performances according to ASW metric on Muto et al. dataset. (g) t-SNE representations of the embeddings from the hold-out simulated unpaired PBMC dataset colored by cell types.