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Table 2 Confusion matrix of style recognition test for both original walk sequences (first part of the table) and synthesized sequences (second part of the table)

From: Stylistic gait synthesis based on hidden Markov models

 

Evaluators classification (%)

 

Proud

Decided

Sad

Topmodel

Drunk

Cool

Afraid

Tiptoe

Heavy

Hurry

Manly

Average

?

Original

             

(actual style)

             

   Proud

10

0

3

3

0

27

0

0

3

0

23

27

3

   Decided

3

37

3

0

0

5

3

0

3

26

13

5

2

   Sad

2

0

68

0

9

2

4.6

0

7

0

2.3

5

0

   Topmodel

14

0

0

58

3

11

0

0

0

0

3

11

0

   Drunk

0

0

0

0

91

9

0

0

0

0

0

0

0

   Cool

9

15

0

4

0

20

0

0

0

0

6

37

6

   Afraid

0

0

0

0

6

0

49

36

3

0

0

0

6

   Tiptoe

0

0

0

0

0

0

11

71

0

11

0

0

7

   Heavy

0

0

15

0

34

15

7

0

17

0

10

0

2

   Hurry

0

39

0

10

0

5

0

0

0

19.5

5

15

7

   Manly

0

0

6

3

0

19

0

0

11

0

47

6

8

Synthesized

             

(actual style)

             

   Proud

15

0

0

6

0

23

0

0

6

0

10

37

2

   Decided

2

42

2

0

0

0

2

0

9

40

2

0

0

   Sad

0

3

71

0

5

0

0

0

13

0

3

3

3

   Topmodel

11

0

0

51

17

17

0

0

0

0

2

0

2

   Drunk

7

20

2

2

72

5

0

0

2

0

0

0

9

   Cool

15

3

0

3

0

38

0

0

0

0

24

12

6

   Afraid

0

0

0

0

2

0

44

40

7

0

0

0

7

   Tiptoe

0

4

0

8

0

0

15

42

0

15

0

4

12

   Heavy

5

2

10

5

7

17

2

0

19

0

19

2

12

   Hurry

2

30

0

16

0

5

0

0

0

23

5

18

2

   Manly

7

2

11

0

2

11

0

0

9

0

52

2

2

  1. The recognition rate is expressed in percents of the actual style sequences presented to the evaluators, rounded to the unit