← Single-cell & foundation models

Harmony

Fast, sensitive batch integration of single-cell data.

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CategorySingle-cell & foundation models
GitHubimmunogenomics/harmony
First public2018-11-04 (source)
Paperhttps://www.nature.com/articles/s41592-019-0619-0
LicenseGPL-3.0
PricingOpen source
Tags#integration#batch
Last checked2026-10-16

Specs

Pretraining corpus—
ArchitectureIterative embedding correction
TasksBatch integration (~10^6 cells on a PC); scRNA + spatial
Species—
GitHub stars677
InterfacePackage

Specs come from each project's README, paper or official page · Harmony README · Harmony paper. “—” means we couldn't verify it.

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