Transcriptomic Class Prediction on Multiple Animals Extended Transcriptomic Dataset
80Top-1 AccNeuPRINT
Evaluation Results
| Method | Links | |
|---|---|---|
| NeuPRINTClassifier=MLP, Context=Individual + Population, Learning Paradigm=Self-supervised2023.11 | 80 | |
| NeuPRINTClassifier=MLP, Context=Individual, Learning Paradigm=Self-supervised2023.11 | 77 | |
| NeuPRINTClassifier=Linear, Context=Individual, Learning Paradigm=Self-supervised2023.11 | 74.6 | |
| NeuPRINTClassifier=Linear, Context=Individual + Population, Learning Paradigm=Self-supervised2023.11 | 74.6 | |
| Transformer + ISIClassifier=Linear, Context=Individual, Learning Paradigm=Supervised2023.11 | 71 | |
| Transformer + RawClassifier=MLP, Context=Individual, Learning Paradigm=Supervised2023.11 | 70.7 | |
| Transformer + ISIClassifier=MLP, Context=Individual, Learning Paradigm=Supervised2023.11 | 70.2 | |
| LOLCATClassifier=Linear, Context=Individual, Learning Paradigm=Supervised2023.11 | 70 | |
| NeuPRINTClassifier=KNN, Context=Individual + Population, Learning Paradigm=Self-supervised2023.11 | 70 | |
| PCAClassifier=MLP, Context=Individual, Learning Paradigm=Unsupervised2023.11 | 68.2 | |
| Transformer + RawClassifier=Linear, Context=Individual, Learning Paradigm=Supervised2023.11 | 67.5 | |
| PCAClassifier=KNN, Context=Individual, Learning Paradigm=Unsupervised2023.11 | 67 | |
| RandomClassifier=Linear2023.11 | 66.7 | |
| UMAPClassifier=MLP, Context=Individual, Learning Paradigm=Unsupervised2023.11 | 66.7 | |
| RandomClassifier=MLP2023.11 | 66 | |
| UMAPClassifier=Linear, Context=Individual, Learning Paradigm=Unsupervised2023.11 | 66 | |
| NeuPRINTClassifier=KNN, Context=Individual, Learning Paradigm=Self-supervised2023.11 | 65.9 | |
| PCAClassifier=Linear, Context=Individual, Learning Paradigm=Unsupervised2023.11 | 64.5 | |
| UMAPClassifier=KNN, Context=Individual, Learning Paradigm=Unsupervised2023.11 | 61.3 | |
| RandomClassifier=KNN2023.11 | 58.1 |