Class Prediction on Transcriptomic Label Prediction (test)
80.7Top-1 AccuracyNeuPRINT
Evaluation Results
| Method | Links | |
|---|---|---|
| NeuPRINTClassifier=MLP, Input Context=Individual with Population, Supervision=Self-supervised2023.11 | 80.7 | |
| NeuPRINTClassifier=Linear, Input Context=Individual with Population, Supervision=Self-supervised2023.11 | 79.3 | |
| NeuPRINTClassifier=MLP, Input Context=Individual without Population, Supervision=Self-supervised2023.11 | 75.2 | |
| NeuPRINTClassifier=KNN, Input Context=Individual with Population, Supervision=Self-supervised2023.11 | 71.1 | |
| NeuPRINTClassifier=Linear, Input Context=Individual without Population, Supervision=Self-supervised2023.11 | 69.7 | |
| Transformer+ISIClassifier=Linear, Input Context=Individual with Population, Supervision=Data-Limited Supervised2023.11 | 68 | |
| Transformer+RawClassifier=Linear, Input Context=Individual without Population, Supervision=Data-Limited Supervised2023.11 | 66.9 | |
| Transformer+ISIClassifier=Linear, Input Context=Individual without Population, Supervision=Data-Limited Supervised2023.11 | 66.4 | |
| Transformer+RawClassifier=MLP, Input Context=Individual without Population, Supervision=Data-Limited Supervised2023.11 | 66.4 | |
| NeuPRINTClassifier=KNN, Input Context=Individual without Population, Supervision=Self-supervised2023.11 | 65.2 | |
| Transformer+ISIClassifier=MLP, Input Context=Individual without Population, Supervision=Data-Limited Supervised2023.11 | 64 | |
| Transformer+ISIClassifier=MLP, Input Context=Individual with Population, Supervision=Data-Limited Supervised2023.11 | 63.2 | |
| Transformer+RawClassifier=MLP, Input Context=Individual with Population, Supervision=Data-Limited Supervised2023.11 | 61.6 | |
| LOLCATClassifier=Linear, Input Context=Individual with Population, Supervision=Data-Limited Supervised2023.11 | 60.8 | |
| Transformer+RawClassifier=Linear, Input Context=Individual with Population, Supervision=Data-Limited Supervised2023.11 | 60.8 | |
| LOLCATClassifier=Linear, Input Context=Individual without Population, Supervision=Data-Limited Supervised2023.11 | 60 | |
| UMAPClassifier=KNN, Input Context=Individual without Population, Supervision=Unsupervised2023.11 | 58.4 | |
| UMAPClassifier=Linear, Input Context=Individual without Population, Supervision=Unsupervised2023.11 | 57.6 | |
| PCAClassifier=MLP, Input Context=Individual without Population, Supervision=Unsupervised2023.11 | 56.5 | |
| PCAClassifier=Linear, Input Context=Individual without Population, Supervision=Unsupervised2023.11 | 54.4 | |
| PCAClassifier=KNN, Input Context=Individual without Population, Supervision=Unsupervised2023.11 | 53.6 | |
| RandomClassifier=Linear, Input Context=Lower Bound2023.11 | 52.6 | |
| RandomClassifier=MLP, Input Context=Lower Bound2023.11 | 52.3 | |
| UMAPClassifier=MLP, Input Context=Individual without Population, Supervision=Unsupervised2023.11 | 52 | |
| RandomClassifier=KNN, Input Context=Lower Bound2023.11 | 48.8 |