Transcriptomic Subclass Prediction on Multiple Animals Extended Transcriptomic Dataset
68.5Top-1 AccuracyNeuPRINT
Evaluation Results
| Method | Links | |
|---|---|---|
| NeuPRINTClassifier=MLP, Context=Individual + Population, Learning Paradigm=Self-supervised2023.11 | 68.5 | |
| NeuPRINTClassifier=Linear, Context=Individual + Population, Learning Paradigm=Self-supervised2023.11 | 59 | |
| NeuPRINTClassifier=Linear, Context=Individual, Learning Paradigm=Self-supervised2023.11 | 55.2 | |
| NeuPRINTClassifier=MLP, Context=Individual, Learning Paradigm=Self-supervised2023.11 | 55.2 | |
| NeuPRINTClassifier=KNN, Context=Individual + Population, Learning Paradigm=Self-supervised2023.11 | 55.2 | |
| Transformer + RawClassifier=Linear, Context=Individual, Learning Paradigm=Supervised2023.11 | 49.3 | |
| LOLCATClassifier=Linear, Context=Individual, Learning Paradigm=Supervised2023.11 | 45.7 | |
| Transformer + ISIClassifier=Linear, Context=Individual, Learning Paradigm=Supervised2023.11 | 44.9 | |
| Transformer + RawClassifier=MLP, Context=Individual, Learning Paradigm=Supervised2023.11 | 42.3 | |
| NeuPRINTClassifier=KNN, Context=Individual, Learning Paradigm=Self-supervised2023.11 | 41.9 | |
| UMAPClassifier=MLP, Context=Individual, Learning Paradigm=Unsupervised2023.11 | 40.6 | |
| Transformer + ISIClassifier=MLP, Context=Individual, Learning Paradigm=Supervised2023.11 | 40.2 | |
| PCAClassifier=MLP, Context=Individual, Learning Paradigm=Unsupervised2023.11 | 38.4 | |
| UMAPClassifier=Linear, Context=Individual, Learning Paradigm=Unsupervised2023.11 | 38.4 | |
| RandomClassifier=MLP2023.11 | 36.2 | |
| UMAPClassifier=KNN, Context=Individual, Learning Paradigm=Unsupervised2023.11 | 34.8 | |
| RandomClassifier=Linear2023.11 | 34 | |
| PCAClassifier=KNN, Context=Individual, Learning Paradigm=Unsupervised2023.11 | 33.3 | |
| PCAClassifier=Linear, Context=Individual, Learning Paradigm=Unsupervised2023.11 | 30.4 | |
| RandomClassifier=KNN2023.11 | 17.4 |