Research Article

Multimodal Feature Fusion Based Hypergraph Learning Model

Table 3

Classification performance of modal combinations.

DatasetsModal combinationsIncidence matrix extensionIncidence matrix extension & Laplacian matrix fusion
AccuracyPrecisionRecallF1AccuracyPrecisionRecallF1

Cat & DogPoor + Poor0.6870.6620.6740.6670.7220.7180.7200.718
PHA + SIFT
Poor + Good0.9190.9200.9190.9190.9280.9260.9300.928
PHA + RVGG
Good + Good0.9750.9750.9770.9760.9860.9860.9860.986
RVGG + HVGG

CtripPoor + Poor0.6190.6200.6190.6190.6230.6210.6230.621
Jaccard + TF-IDF
Good + Poor0.6460.8210.6130.7010.6480.8370.6240.711
TF-IDF + Doc2vec
Good + Good0.6590.8780.7090.7850.7220.7180.7200.718
Doc2vec + word2vec