Research Article

A Real-Time and Long-Term Face Tracking Method Using Convolutional Neural Network and Optical Flow in IoT-Based Multimedia Communication Systems

Table 3

Stability values with respect to Equation (3) for MDNet, MTCNN, and C-OF on aforementioned four videos with different conditions.

MethodActive camera
Clip 1Clip 2Clip 3Clip 4Clip 5

MDNet4.1068444.3870775.0881645.7043524.977256
MTCNN6.6792126.5222556.1660278.2612139.037096
C-OF (ours)2.9363153.3500253.3722953.9070793.864539
MethodActive human
Clip 1Clip 2Clip 3Clip 4Clip 5
MDNet3.0455952.811293.3056673.0982073.322302
MTCNN4.0649023.554133.5138554.0506213.746015
C-OF (ours)0.8512830.9931350.7286531.2081351.403328

MethodStatic human
Clip 1Clip 2Clip 3Clip 4Clip 5
MDNet1.4253551.477681.4532361.5183952.260055
MTCNN1.9941412.511772.3182752.3332352.237117
C-OF (ours)0.3108820.3086860.2959960.2450970.321575

MethodActive illumination
Clip 1Clip 2Clip 3Clip 4Clip 5
MDNet1.9619212.1300762.36613.0363362.243076
MTCNN2.8312622.7588973.1164064.0733832.963807
C-OF (ours)0.4526220.5793710.6969791.0064010.392867