Table 5 The statistics of the experimental data of image edge features extracted by four deep learning models.

From: A construction of heterogeneous transfer learning model based on associative fusion of image feature data

Input Image

AP(%)

Model

Notebook

Computer

Bicycle

Zebra

Flower

DBN

90.87

92.95

91.33

91.08

DS-DSA

92.16

92.71

91.52

92.29

LDiffCNN

92.45

91.27

92.02

91.46

IFDL

94.77

93.08

95.83

94.27

Input Image

F-measure [0,1]

Model

Notebook

Computer

Bicycle

Zebra

Flower

DBN

0.90

0.91

0.90

0.92

DS-DSA

0.92

0.94

0.92

0.93

LDiffCNN

0.94

0.92

0.91

0.93

IFDL

0.95

0.94

0.93

0.95