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ResearchFormerly WizWand

Class Prediction on Transcriptomic Label Prediction (test)

80.7Top-1 AccuracyNeuPRINT
47.52456.13764.7573.363Nov 3, 2023
Updated 8mo ago

Evaluation results

MethodLinks
NeuPRINTClassifier=MLP, Input Context=Individual with Population, Supervision=Self-supervised2023.1180.7
NeuPRINTClassifier=Linear, Input Context=Individual with Population, Supervision=Self-supervised2023.1179.3
NeuPRINTClassifier=MLP, Input Context=Individual without Population, Supervision=Self-supervised2023.1175.2
NeuPRINTClassifier=KNN, Input Context=Individual with Population, Supervision=Self-supervised2023.1171.1
NeuPRINTClassifier=Linear, Input Context=Individual without Population, Supervision=Self-supervised2023.1169.7
Transformer+ISIClassifier=Linear, Input Context=Individual with Population, Supervision=Data-Limited Supervised2023.1168
Transformer+RawClassifier=Linear, Input Context=Individual without Population, Supervision=Data-Limited Supervised2023.1166.9
Transformer+ISIClassifier=Linear, Input Context=Individual without Population, Supervision=Data-Limited Supervised2023.1166.4
Transformer+RawClassifier=MLP, Input Context=Individual without Population, Supervision=Data-Limited Supervised2023.1166.4
NeuPRINTClassifier=KNN, Input Context=Individual without Population, Supervision=Self-supervised2023.1165.2
Transformer+ISIClassifier=MLP, Input Context=Individual without Population, Supervision=Data-Limited Supervised2023.1164
Transformer+ISIClassifier=MLP, Input Context=Individual with Population, Supervision=Data-Limited Supervised2023.1163.2
Transformer+RawClassifier=MLP, Input Context=Individual with Population, Supervision=Data-Limited Supervised2023.1161.6
LOLCATClassifier=Linear, Input Context=Individual with Population, Supervision=Data-Limited Supervised2023.1160.8
Transformer+RawClassifier=Linear, Input Context=Individual with Population, Supervision=Data-Limited Supervised2023.1160.8
LOLCATClassifier=Linear, Input Context=Individual without Population, Supervision=Data-Limited Supervised2023.1160
UMAPClassifier=KNN, Input Context=Individual without Population, Supervision=Unsupervised2023.1158.4
UMAPClassifier=Linear, Input Context=Individual without Population, Supervision=Unsupervised2023.1157.6
PCAClassifier=MLP, Input Context=Individual without Population, Supervision=Unsupervised2023.1156.5
PCAClassifier=Linear, Input Context=Individual without Population, Supervision=Unsupervised2023.1154.4
PCAClassifier=KNN, Input Context=Individual without Population, Supervision=Unsupervised2023.1153.6
RandomClassifier=Linear, Input Context=Lower Bound2023.1152.6
RandomClassifier=MLP, Input Context=Lower Bound2023.1152.3
UMAPClassifier=MLP, Input Context=Individual without Population, Supervision=Unsupervised2023.1152
RandomClassifier=KNN, Input Context=Lower Bound2023.1148.8