Subclass Prediction on Transcriptomic Label Prediction (test)
75.6Top-1 AccNeuPRINT
Evaluation Results
| Method | Links | |
|---|---|---|
| NeuPRINTClassifier=MLP, Input Context=Individual with Population, Supervision=Self-supervised2023.11 | 75.6 | |
| NeuPRINTClassifier=Linear, Input Context=Individual with Population, Supervision=Self-supervised2023.11 | 68.3 | |
| NeuPRINTClassifier=KNN, Input Context=Individual with Population, Supervision=Self-supervised2023.11 | 61 | |
| Transformer+ISIClassifier=MLP, Input Context=Individual without Population, Supervision=Data-Limited Supervised2023.11 | 56.1 | |
| NeuPRINTClassifier=Linear, Input Context=Individual without Population, Supervision=Self-supervised2023.11 | 53.7 | |
| Transformer+ISIClassifier=MLP, Input Context=Individual with Population, Supervision=Data-Limited Supervised2023.11 | 52.6 | |
| NeuPRINTClassifier=MLP, Input Context=Individual without Population, Supervision=Self-supervised2023.11 | 51.2 | |
| Transformer+ISIClassifier=Linear, Input Context=Individual with Population, Supervision=Data-Limited Supervised2023.11 | 49.1 | |
| Transformer+ISIClassifier=Linear, Input Context=Individual without Population, Supervision=Data-Limited Supervised2023.11 | 47.4 | |
| Transformer+RawClassifier=Linear, Input Context=Individual without Population, Supervision=Data-Limited Supervised2023.11 | 47.4 | |
| LOLCATClassifier=Linear, Input Context=Individual with Population, Supervision=Data-Limited Supervised2023.11 | 47.4 | |
| Transformer+RawClassifier=MLP, Input Context=Individual without Population, Supervision=Data-Limited Supervised2023.11 | 43.9 | |
| NeuPRINTClassifier=KNN, Input Context=Individual without Population, Supervision=Self-supervised2023.11 | 41.5 | |
| LOLCATClassifier=Linear, Input Context=Individual without Population, Supervision=Data-Limited Supervised2023.11 | 40.4 | |
| UMAPClassifier=Linear, Input Context=Individual without Population, Supervision=Unsupervised2023.11 | 40.4 | |
| Transformer+RawClassifier=Linear, Input Context=Individual with Population, Supervision=Data-Limited Supervised2023.11 | 38.6 | |
| Transformer+RawClassifier=MLP, Input Context=Individual with Population, Supervision=Data-Limited Supervised2023.11 | 38.6 | |
| UMAPClassifier=MLP, Input Context=Individual without Population, Supervision=Unsupervised2023.11 | 34 | |
| PCAClassifier=MLP, Input Context=Individual without Population, Supervision=Unsupervised2023.11 | 33 | |
| PCAClassifier=Linear, Input Context=Individual without Population, Supervision=Unsupervised2023.11 | 31.6 | |
| RandomClassifier=MLP, Input Context=Lower Bound2023.11 | 30.2 | |
| UMAPClassifier=KNN, Input Context=Individual without Population, Supervision=Unsupervised2023.11 | 28.1 | |
| PCAClassifier=KNN, Input Context=Individual without Population, Supervision=Unsupervised2023.11 | 26.3 | |
| RandomClassifier=KNN, Input Context=Lower Bound2023.11 | 26 | |
| RandomClassifier=Linear, Input Context=Lower Bound2023.11 | 25.6 |