监督方法

方法

mAP@IoU

0.1

0.2

0.3

0.4

0.5

0.6

0.7

0.8

0.9

弱监督

W-TALC [1]

55.2

49.6

40.1

31.1

22.8

-

7.6

-

-

BaS-Net [2]

58.2

52.3

44.6

36.0

27.0

18.6

10.4

3.9

0.5

STPN [6]

52.0

44.7

35.5

25.8

16.9

9.9

4.3

1.2

0.1

TSCN [13]

63.4

57.6

47.8

37.7

28.7

19.4

10.2

3.9

0.7

UGCT (2021) [19]

69.2

62.9

55.5

46.5

35.9

23.8

11.4

-

-

CoLA (2021) [20]

66.2

59.5

51,5

41.9

32.2

22.0

13.1

-

-

UntrimmedNet [21]

44.4

37.7

28.2

21.1

13.7

-

-

-

-

DGAM [22]

60.0

54.2

46.8

38.2

28.8

19.8

11.4

3.6

0.4

本文方法

70.2

66.3

56.0

46.8

36.4

24.3

12.0

4.2

0.9

强监督

CDC [23]

-

-

40.1

29.4

23.3

13.1

7.9

-

-

BSN [24]

-

-

53.5

45.0

36.9

28.4

20.0

-

-

MGG [25]

-

-

53.9

46.8

37.4

29.5

21.3

-

-

G-TAD [26]

-

-

54.5

47.6

40.2

30.8

23.4

-

-

BC-GNN [27]

-

-

57.1

49.1

40.4

31.2

23.1

-

-

P-GCN [29]

69.5

67.8

63.6

57.8

49.1

-

-

-

-