Table 8 Results of the best model, grouped by different image conditions.

From: Development of approach to an automated acquisition of static street view images using transformer architecture for analysis of Building characteristics

Task

Image conditions

Ranges

Class

F1 score

Accuracy

Usable

Potential

Average

Usable

Potential

Average

Whole building facade

Illumination

High

91.37

91.08

91.23

93.16

92.31

92.74

Low

90.53

89.96

90.25

92.24

91.39

91.82

Visual range

Near-field view

91.64

91.25

91.45

93.41

92.56

92.99

Far-field view

90.26

89.79

90.03

91.99

91.14

91.57

Architectural style

Traditional

91.22

90.91

91.07

93.02

92.08

92.55

Modern

90.68

90.13

90.41

92.38

91.62

92.00

Density of building

Single

91.49

91.11

91.30

93.27

92.41

92.84

Multiple

90.41

89.93

90.17

92.13

91.29

91.71

Occlusion

No occlusion

91.71

91.33

91.52

93.53

92.68

93.11

Occluded

90.19

89.71

89.95

91.87

91.02

91.45

First story

Illumination

High

91.02

90.42

90.72

94.22

92.89

93.56

Low

90.14

89.46

89.80

93.62

91.93

92.78

Visual range

Near-field view

91.21

90.61

90.91

94.41

93.15

93.78

Far-field view

89.95

89.27

89.61

93.43

91.67

92.55

Architectural style

Traditional

90.85

90.25

90.55

94.03

92.72

93.38

Modern

90.31

89.63

89.97

93.81

92.1

92.96

Density of building

Single

91.07

90.49

90.78

94.29

93.05

93.67

Multiple

90.09

89.39

89.74

93.55

91.77

92.66

Occlusion

No occlusion

91.32

90.76

91.04

94.51

93.26

93.89

Occluded

89.84

89.12

89.48

93.33

91.56

92.45