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Cell type clustering research benchmarks · SOTA2 Research

Cell type clustering

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Curated In-Distribution (ID) (test)

47.9NMI

23

Jul 7, 2026

OOD Tissue Data D_s^{u2} (unseen split 2)

0.839NMI

12

Feb 26, 2026

OOD Tissue Data D_s^{u1} (unseen split 1)

0.789NMI

12

Feb 26, 2026

CellType Data OOD D2^ct (test)

0.91NMI

12

Feb 26, 2026

OOD CellType Data (D1^ct) (test)

0.905NMI

12

Feb 26, 2026

Curated Out-of-Distribution (OOD) (test)

0.772AvgBio (D^ct_1)

12

Feb 26, 2026

OOD Donor Data (D_d^ia) (unseen donor)

0.794NMI

11

Feb 26, 2026

OOD Donor Data (D_d^an) (unseen donor)

0.774NMI

11

Feb 26, 2026

0.694AvgBio

9

Feb 26, 2026

0.64ARI

8

Feb 26, 2026

68ARI

8

Feb 26, 2026

0.82ARI

8

Feb 26, 2026

Popular datasets

OOD Donor Data CellType Data OOD Tissue Data PBMC DID

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