Table 5 Localization performance on the ShanghaiTech PartA dataset.

From: Application of improved transformer based on weakly supervised in crowd localization and crowd counting

Method

σ = 4

σ = 8

Pre (%)

Rec (%)

F1 (%)

Pre (%)

Rec (%)

F1 (%)

LSC-CNN2

33.4

31.9

32.6

63.9

61.0

62.4

Method27

34.9

20.7

25.9

67.7

44.8

53.9

TopCount20a

41.7

40.6

41.1

74.6

72.7

73.6

LCFCN28

43.3

26.0

32.5

75.1

45.1

56.3

WSITrans (ours)

45.7

41.9

42.2

74.7

73.1

72.2

  1. aMeans the methods rely on box-level instead of point-level annotations.
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