Table 2 Quantitative comparison of the proposed model and other deep learning models.

From: Extraction and spatiotemporal analysis of impervious surfaces in Chongqing based on enhanced DeepLabv3+

Methods

Precision

Recall

IoU

F1

IS

PS

IS

PS

IS

PS

IS

PS

CA-DeeplabV3+

93.19%

88.37%

92.95%

88.75%

87.04%

79.47%

93.07%

88.56%

DeeplabV3+

90.87%

88.47%

93.35%

84.46%

85.35%

76.08%

92.10%

86.41%

UNet

88.78%

85.07%

91.51%

80.69%

83.74%

74.78%

90.13%

82.82%

PSPNet

91.20%

88.78%

92.57%

84.93%

84.24%

75.68%

92.37%

86.81%