Table 3 Classification results of DMCE-Net with different number of layers on the AHE Dataset

From: Dual-stream multi-layer cross encoding network for texture analysis of architectural heritage elements

Category

DMCE-Net (k = 1,2,3,4)

DMCE-Net (k = 1,2,3)

DMCE-Net (k = 2,3)

1

96.63 ± 0.013

96.25 ± 0.017

94.79 ± 0.017

2

87.47 ± 0.032

83.69 ± 0.035

77.29 ± 0.048

3

90.45 ± 0.018

86.65 ± 0.026

76.62 ± 0.025

4

96.04 ± 0.009

94.26 ± 0.011

90.16 ± 0.014

5

97.82 ± 0.013

96.07 ± 0.017

94.36 ± 0.020

6

96.77 ± 0.016

93.61 ± 0.017

89.00 ± 0.021

7

83.75 ± 0.046

76.20 ± 0.042

70.05 ± 0.058

8

97.10 ± 0.010

95.64 ± 0.011

93.13 ± 0.017

9

89.34 ± 0.045

86.39 ± 0.042

81.08 ± 0.038

10

98.69 ± 0.008

98.33 ± 0.011

97.67 ± 0.012

11

96.85 ± 0.013

95.98 ± 0.012

93.97 ± 0.017

total

95.27 ± 0.004

93.04 ± 0.005

89.20 ± 0.007