Table 4 Performance comparison of different models on various datasets.

From: The analysis of landscape design and plant selection under deep learning

Dataset

Model architecture

Accuracy of landscape element classification (%)

Accuracy of fine-grained PLIR (%)

Sift flow

FCN-8s

85.2

81.7

Improved FCN model

89.7

86.5

FCN + Faster R-CNN

90.4

88.7

ADE20K

FCN-8s

78.3

75.1

Improved FCN model

82.5

78.6

FCN + Faster R-CNN

84.7

81.2

Cityscapes

FCN-8s

79.9

77.2

Improved FCN model

84.2

80.3

FCN + Faster R-CNN

86.1

82.5