Table 7 Comparison of performance evaluation indicators of different necks on the test set of this study.

From: Object detection model design for tiny road surface damage

Neck

P(%)

R(%)

F1

mAP50(%)

GFLOPs

Parma(M)

FPN43

70.4

59.8

64.7

64.1

25.8

18.8

BiFPN44

66.7

59.3

62.8

62.5

28.6

19.8

GFPN45

69.8

60.5

64.8

65.1

29.5

23.6

EVC46

69.4

61.5

65.2

64.5

43.1

54.7

Gold-YOLO47

70.4

60.4

65.0

65.2

62.7

57.6

HSFPN48

67.5

57.5

62.1

62.2

24.3

14.0

PAN49

71.0

59.2

64.6

64.4

28.4

21.4

Ours

72.4

61.5

66.5

66.8

27.8

20.0

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