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ResearchFormerly WizWand

Subclass Prediction on Transcriptomic Label Prediction (test)

75.6Top-1 AccNeuPRINT
23.637.150.664.1Nov 3, 2023
Updated 8mo ago

Evaluation results

MethodLinks
NeuPRINTClassifier=MLP, Input Context=Individual with Population, Supervision=Self-supervised2023.1175.6
NeuPRINTClassifier=Linear, Input Context=Individual with Population, Supervision=Self-supervised2023.1168.3
NeuPRINTClassifier=KNN, Input Context=Individual with Population, Supervision=Self-supervised2023.1161
Transformer+ISIClassifier=MLP, Input Context=Individual without Population, Supervision=Data-Limited Supervised2023.1156.1
NeuPRINTClassifier=Linear, Input Context=Individual without Population, Supervision=Self-supervised2023.1153.7
Transformer+ISIClassifier=MLP, Input Context=Individual with Population, Supervision=Data-Limited Supervised2023.1152.6
NeuPRINTClassifier=MLP, Input Context=Individual without Population, Supervision=Self-supervised2023.1151.2
Transformer+ISIClassifier=Linear, Input Context=Individual with Population, Supervision=Data-Limited Supervised2023.1149.1
Transformer+ISIClassifier=Linear, Input Context=Individual without Population, Supervision=Data-Limited Supervised2023.1147.4
Transformer+RawClassifier=Linear, Input Context=Individual without Population, Supervision=Data-Limited Supervised2023.1147.4
LOLCATClassifier=Linear, Input Context=Individual with Population, Supervision=Data-Limited Supervised2023.1147.4
Transformer+RawClassifier=MLP, Input Context=Individual without Population, Supervision=Data-Limited Supervised2023.1143.9
NeuPRINTClassifier=KNN, Input Context=Individual without Population, Supervision=Self-supervised2023.1141.5
LOLCATClassifier=Linear, Input Context=Individual without Population, Supervision=Data-Limited Supervised2023.1140.4
UMAPClassifier=Linear, Input Context=Individual without Population, Supervision=Unsupervised2023.1140.4
Transformer+RawClassifier=Linear, Input Context=Individual with Population, Supervision=Data-Limited Supervised2023.1138.6
Transformer+RawClassifier=MLP, Input Context=Individual with Population, Supervision=Data-Limited Supervised2023.1138.6
UMAPClassifier=MLP, Input Context=Individual without Population, Supervision=Unsupervised2023.1134
PCAClassifier=MLP, Input Context=Individual without Population, Supervision=Unsupervised2023.1133
PCAClassifier=Linear, Input Context=Individual without Population, Supervision=Unsupervised2023.1131.6
RandomClassifier=MLP, Input Context=Lower Bound2023.1130.2
UMAPClassifier=KNN, Input Context=Individual without Population, Supervision=Unsupervised2023.1128.1
PCAClassifier=KNN, Input Context=Individual without Population, Supervision=Unsupervised2023.1126.3
RandomClassifier=KNN, Input Context=Lower Bound2023.1126
RandomClassifier=Linear, Input Context=Lower Bound2023.1125.6