# Cell type classification on sc4 (test) Source: [Cell type classification on sc4 (test)]() Collection index: [llms.txt]() Data updated: 2026-05-07T09:42:46.222Z Evaluation of cell type classification performance on the test split of the sc4 dataset, measured by k-NN classification accuracy. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Cell type classification | | Dataset (including any stated split) | sc4 (test) | | Metric | Accuracy (k-NN) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 7 of 7 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [Accuracy (k-NN)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (k-NN) | Result date | Report paper | | --- | --- | --- | --- | | t-SNE | 97 | Not recorded | 68fa72fa1e209131cea59b7a | | UMAP | 96 | Not recorded | 68fa72fa1e209131cea59b7a | | DPA | 83 | Not recorded | 68fa72fa1e209131cea59b7a | | AE | 79.3 | Not recorded | 68fa72fa1e209131cea59b7a | | WAE | 78.7 | Not recorded | 68fa72fa1e209131cea59b7a | | VAE | 73 | Not recorded | 68fa72fa1e209131cea59b7a | | PCA | 67 | Not recorded | 68fa72fa1e209131cea59b7a | ### t-SNE Accuracy (k-NN): 97. Result ID: 69fc5e7c47f34ce924df7cb7. [Reporting paper]() Recorded evaluation configuration: {"Embedding dimension":"2D","Evaluation protocol":"run and evaluated on the test data"}. This record does not assert independent reproduction. ### UMAP Accuracy (k-NN): 96. Result ID: 69fc5e7c47f34ce924df7cb8. [Reporting paper]() Recorded evaluation configuration: {"Embedding dimension":"2D","Evaluation protocol":"run and evaluated on the test data"}. This record does not assert independent reproduction. ### DPA Accuracy (k-NN): 83. Result ID: 69fc5e7c47f34ce924df7cb2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Embedding dimension":"2D","Evaluation protocol":"evaluated on test data not used for training"}. This record does not assert independent reproduction. ### AE Accuracy (k-NN): 79.3. Result ID: 69fc5e7c47f34ce924df7cb3. [Reporting paper]() Recorded evaluation configuration: {"Embedding dimension":"2D","Evaluation protocol":"evaluated on test data not used for training"}. This record does not assert independent reproduction. ### WAE Accuracy (k-NN): 78.7. Result ID: 69fc5e7c47f34ce924df7cb5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Embedding dimension":"2D","Evaluation protocol":"evaluated on test data not used for training"}. This record does not assert independent reproduction. ### VAE Accuracy (k-NN): 73. Result ID: 69fc5e7c47f34ce924df7cb4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Embedding dimension":"2D","Evaluation protocol":"evaluated on test data not used for training"}. This record does not assert independent reproduction. ### PCA Accuracy (k-NN): 67. Result ID: 69fc5e7c47f34ce924df7cb6. [Reporting paper]() Recorded evaluation configuration: {"Embedding dimension":"2D","Evaluation protocol":"evaluated on test data not used for training"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.