Video frame
| | |
Se %
|
Sp %
|
Ac %
|
P %
|
---|
SVM
|
---|
RGB
|
VGG16
|
FCL6
|
52.4
|
64.05
|
58.3
|
57.7
|
FCL7
|
52.6
|
75.1
|
64.3
|
66.5
|
FCL8
|
40.9
|
90.0
|
66.2
|
40.2
|
Thermal
|
FCL6
|
73.1
|
40.16
|
58.4
|
60.2
|
FCL7
|
72.4
|
40.3
|
58.1
|
60.0
|
FCL8
|
71.2
|
41.5
|
58.0
|
60.1
|
RGB
|
AlexNet
|
FCL7
|
69.8
|
61.0
|
65.3
|
62.7
|
Thermal
|
FCL7
|
61.0
|
40.4
|
49.9
|
55.0
|
RGB
|
FCL8
|
59.5
|
71.2
|
65.7
|
64.7
|
Thermal
|
FCL8
|
56.5
|
60.0
|
58.4
|
52.7
|
RGB
|
VGG19
|
FCL6
|
81.9
|
36.4
|
52.6
|
54.6
|
FCL7
|
81.0
|
36.1
|
51.9
|
54.5
|
FCL8
|
40.9
|
90.0
|
65.2
|
79.4
|
Thermal
|
FCL6
|
63.6
|
54.2
|
57.1
|
63.2
|
FCL7
|
67.6
|
45.0
|
54.6
|
60.3
|
FCL8
|
62.1
|
52.4
|
58.1
|
61.8
|
RGB
|
InceptionV3
|
FCL
|
97.4
|
30.0
|
55.1
|
52.5
|
Thermal
|
FCL
|
67.3
|
47.6
|
58.7
|
61.4
|
RGB
|
ResNet-18
|
FCL
|
73.2
|
50.8
|
61.2
|
58.2
|
Thermal
|
FCL
|
66.7
|
46.7
|
58.3
|
60.8
|
RGB
|
GoogLeNet
|
FCL
|
77.7
|
41.8
|
55.3
|
55.5
|
Thermal
|
FCL
|
66.6
|
46.7
|
57.83
|
60.8
|
- *true positive (TP) = VEEG depict sleep and correctly identified as sleep by our feature extraction approach, false positive (FP) = VEEG depict awake and incorrectly identified as sleep by our feature extraction approach, true negative (TN) = VEEG depict awake and correctly as awake identified our feature extraction approach, false negative (FN) = VEEG depict sleep and incorrectly identified as awake by our feature extraction approach