数据类型

数量

方法

准确率

Micro F1

精度

召回率

过程数据

1

SVM

85.68

85.63

78.82

76.48

2

NB

86.85

86.76

76.95

89.52

3

RNN

91.66

91.93

90.29

93.63

4

SAE

91.35

89.67

90.17

89.18

5

GRU

92.07

92.64

93.16

92.13

视频数据

6

Deep Video

52.73

47.83

52.47

43.94

7

C3D

73.26

74.32

73.15

75.53

8

P3D

75.89

75.46

74.11

76.86

9

S3D

78.67

80.37

78.76

82.05

10

TSN

85.65

85.16

86.14

84.20

11

Slow Fast

84.73

86.35

86.52

86.18

12

TSM

83.69

78.53

78.13

78.93

13

TEA

82.19

82.76

81.35

84.22

14

VIT

79.74

80.27

79.69

80.85

15

Swin Transformer

80.33

81.52

80.26

82.82

16

Two Stream Swin Transformer

92.63

93.16

92.53

93.80

17

Swinc-Transformer

90.38

91.43

91.27

91.59

18

Two Stream Swinc Transformer

95.26

95.37

95.68

95.06