Table 5 Evaluation results of architectures with and without LSTM block.

From: Urban change detection of remote sensing images via deep-feature extraction

Models

Dataset

Pre_c

(%)

Rec_c

(%)

Pre_nc

(%)

Rec_nc

(%)

F1

(%)

Kappa

(%)

Method with LSTM block

OSCD

CD_Data_GZ

43.22

58.29

57.13

56.03

97.73

94.36

96.09

94.83

49.21

57.14

46.18

51.74

Method without LSTM block

OSCD

CD_Data_GZ

42.75

51.55

47.59

36.16

97.26

96.72

96.69

98.23

45.05

49.30

41.22

45.01

  1. Significance values are in bold.