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Table 3 Comparative analysis of competitive methods with a proposed method on the Corel 1000 dataset

From: BoVW model based on adaptive local and global visual words modeling and log-based relevance feedback for semantic retrieval of the images

Semantic category

 

Color-shape-texture [24]

CNN-RCMF-ICM [21]

DTSD-MR [22]

Region-texture [23]

LBPC-LBPH-CH [2]

MTBCD [13]

Proposed method

African tribes

P

85.00

66.30

64.33

81.00

61.52

66.00

81.36

R

17.00

13.26

06.43

16.00

12.30

13.20

16.27

F

28.33

22.10

11.69

26.72

20.50

22.00

27.12

Beaches

P

75.00

52.70

28.82

75.00

43.36

64.00

78.74

R

15.00

10.54

02.88

15.00

08.67

12.80

15.74

F

25.00

17.57

05.24

25.00

14.45

21.33

26.24

Building

P

60.00

70.60

54.23

67.00

54.57

82.00

82.93

R

12.00

14.12

05.42

13.00

10.91

16.40

16.58

F

20.00

23.53

09.86

21.78

18.18

27.33

27.64

Buses

P

100.0

99.10

79.43

93.00

87.90

100.0

89.56

R

20.00

19.82

07.94

19.00

17.58

20.00

17.91

F

33.33

33.03

14.44

31.55

29.30

33.33

29.85

Dinosaurs

P

100.0

100.0

99.59

97.00

98.88

100.0

100.0

R

20.00

20.00

09.96

19.00

19.78

20.00

20.00

F

33.33

33.33

18.11

31.78

32.97

33.33

33.33

Elephants

P

80.00

90.80

40.09

91.00

44.54

83.00

93.09

R

16.00

18.16

04.01

18.00

08.91

16.60

18.61

F

26.67

30.27

07.29

30.06

14.85

27.67

31.03

Flowers

P

100.0

99.20

78.25

90.00

83.08

94.00

97.11

R

20.00

19.84

07.83

18.00

16.62

18.80

19.42

F

33.33

33.07

14.24

30.00

27.70

31.33

32.37

Horses

P

90.00

95.10

71.17

84.00

81.59

99.00

96.35

R

18.00

19.02

07.12

17.00

16.32

19.80

19.27

F

30.00

31.70

12.94

28.28

27.20

33.00

32.11

Mountain

P

85.00

71.50

37.55

59.00

39.89

67.00

86.73

R

17.00

14.30

03.76

12.00

07.98

13.40

17.34

F

28.33

23.83

06.84

19.94

13.30

22.33

28.91

Foods

P

85.00

85.30

58.40

79.00

56.31

95.00

93.24

R

17.00

17.06

05.84

16.00

11.26

19.00

18.64

F

28.33

28.43

10.62

26.61

18.77

31.67

31.08

mAP (%)

Avg. R

Avg. F

P

86.00

83.06

61.19

81.60

65.16

85.00

89.91

R

17.20

16.61

06.12

16.30

13.03

17.00

17.98

F

28.66

27.68

11.12

27.17

21.72

28.33

29.97