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Table 5 Comparative result with our dataset in Table 3

From: First-person reading activity recognition by deep learning with synthetically generated images

 

Baselines

Proposed

 
 

1-NN + FV

SVM + FV

DCNN

 
 

Others

Reading

Others

Reading

Others

Reading

 

Scores

Precision

19.6

84.0

36.6

84.5

70.8

92.9

for each class

Recall

58.7

51.5

47.4

79.5

69.9

95.0

 

F-measure

24.6

61.0

33.4

80.5

64.9

93.5

Averages

Precision

51.8

60.5

81.9

over classes

Recall

55.1

63.5

82.5

 

F-measure

42.8

56.9

79.2

  1. Best methods for a given measure are specified in italic type