Table 6 Transfer learning approaches with ANN hybridization performance on brain tumor classification.

From: Pyramidal attention-based T network for brain tumor classification: a comprehensive analysis of transfer learning approaches for clinically reliable and reliable AI hybrid approaches

Metric

VGG19 (%)

NASNET (%)

MOBILENET (%)

Α

91.2

94.1

89.8

Π

90.5

93.8

88.7

Ρ

91.0

94.2

89.3

Φ₁

90.7

94.0

89.0

Σ

91.8

94.5

90.2

Λ

92.1

94.7

90.8

Κ

89.7

93.3

88.1

\({\varvec{\eta}}\)

88.9

92.8

87.4