Research Article

Learning Domain-Independent Deep Representations by Mutual Information Minimization

Table 2

Compared methods.

MethodData representationDomain matching criterion

MMITRCNNMutual information minimization
DANCNNMaximum mean discrepancy (MMD)
STMā€”Kernel mean-matching (KMM)
SSKMDAMultikernel learningHilbert schmidt independence criterion (HSIC)
DTMKLMultikernel learningMMD