Novel classes

Base classes

mAP

Shot

Baselines

lion1

lion2

lion3

flower

mean

aero

bike

boat

car

chair

table

cat

sheep

plant

mean

10

Few-shot [11]

19.60

21.10

17.60

26.70

21.25

73.60

73.10

56.70

76.10

66.80

77.70

42.11

57.40

74.70

66.47

52.55

Meta R-CNN [13]

21.90

20.80

18.50

22.80

21.00

78.20

68.29

70.10

77.43

45.76

60.19

67.00

68.30

71.29

67.40

53.12

Meta R-CNN [14]

19.80

19.80

16.20

26.10

20.48

54.10

78.54

56.98

73.12

56.34

76.32

56.87

49.43

69.00

63.41

50.20

Ours

22.10

20.10

22.99

21.89

21.77

78.90

69.64

71.00

76.50

67.00

77.00

56.89

76.68

70.01

71.51

56.21

20

Few-shot [11]

30.12

35.67

27.87

22.69

29.09

75.87

76.42

67.32

80.12

56.00

69.88

65.00

79.09

76.37

71.79

58.65

Meta R-CNN [13]

31.22

38.11

30.89

34.00

33.555

76.00

68.00

80.00

74.00

67.00

71.00

68.65

78.32

69.31

72.47

60.50

Meta R-CNN [14]

32.77

29.99

37.00

33.33

33.2725

67.21

74.52

77.38

71.30

69.80

72.43

71.30

74.00

75.76

72.63

60.52

Ours

35.00

38.67

31.67

38.00

35.835

77.00

75.67

76.21

72.65

71.87

73.20

72.65

69.33

73.23

73.53

61.93