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ResearchFormerly WizWand

Transcriptomic Subclass Prediction on Multiple Animals Extended Transcriptomic Dataset

68.5Top-1 AccuracyNeuPRINT
15.35629.15342.9556.747Nov 3, 2023
Updated 8mo ago

Evaluation results

MethodLinks
NeuPRINTClassifier=MLP, Context=Individual + Population, Learning Paradigm=Self-supervised2023.1168.5
NeuPRINTClassifier=Linear, Context=Individual + Population, Learning Paradigm=Self-supervised2023.1159
NeuPRINTClassifier=Linear, Context=Individual, Learning Paradigm=Self-supervised2023.1155.2
NeuPRINTClassifier=MLP, Context=Individual, Learning Paradigm=Self-supervised2023.1155.2
NeuPRINTClassifier=KNN, Context=Individual + Population, Learning Paradigm=Self-supervised2023.1155.2
Transformer + RawClassifier=Linear, Context=Individual, Learning Paradigm=Supervised2023.1149.3
LOLCATClassifier=Linear, Context=Individual, Learning Paradigm=Supervised2023.1145.7
Transformer + ISIClassifier=Linear, Context=Individual, Learning Paradigm=Supervised2023.1144.9
Transformer + RawClassifier=MLP, Context=Individual, Learning Paradigm=Supervised2023.1142.3
NeuPRINTClassifier=KNN, Context=Individual, Learning Paradigm=Self-supervised2023.1141.9
UMAPClassifier=MLP, Context=Individual, Learning Paradigm=Unsupervised2023.1140.6
Transformer + ISIClassifier=MLP, Context=Individual, Learning Paradigm=Supervised2023.1140.2
PCAClassifier=MLP, Context=Individual, Learning Paradigm=Unsupervised2023.1138.4
UMAPClassifier=Linear, Context=Individual, Learning Paradigm=Unsupervised2023.1138.4
RandomClassifier=MLP2023.1136.2
UMAPClassifier=KNN, Context=Individual, Learning Paradigm=Unsupervised2023.1134.8
RandomClassifier=Linear2023.1134
PCAClassifier=KNN, Context=Individual, Learning Paradigm=Unsupervised2023.1133.3
PCAClassifier=Linear, Context=Individual, Learning Paradigm=Unsupervised2023.1130.4
RandomClassifier=KNN2023.1117.4