Research Article

GIF Video Sentiment Detection Using Semantic Sequence

Table 6

SentiPairs versus ANPs (pictures in red circles are incorrectly classified both in ANP based and in SentiPair based approaches and pictures in green boxes demonstrate that SentiPairs outperform ANPs in GIF videos).

GIF Videos
Ground truth (SentiPair)Yellow dog, run dogShy cat, spread_over faceOne boy, laugh boyLovely girl, pull_a_face faceHappy face, sing songAngry face, throw notebook
ANP predictionLittle dogLovely girlOne boyBeautiful girlHappy manSad man
SentiPair predictionLittle dog, run dogLovely girl, Laugh girlOne boy, smile boyBeautiful girl, smile girlHappy man, sing manSad man, hit man
Ground truth (Sentiment)NeutralPositivePositivePositivePositiveNegative
Sentiment prediction (ANP only)NeutralPositiveNeutralPositivePositiveNegative
Sentiment prediction (SentiPair)NeutralPositivePositivePositivePositiveNegative
GIF videos
Ground truth (SentiPair)Cute snail, gallop snailInjured man, weep boySome people, walk manDance girl, dark houseFall man, skate manFly bird, move curtain
ANP predictionCute dogScared boyYoung peopleTearful faceCool manLovely kid
SentiPair predictionCute dog, run dogScared boy, cry boyYoung people, walk manTearful face, dance girlCool man, walk manLovely kid, dance kid
Ground truth (Sentiment)PositiveNegativeNeutralPositivePositiveNeutral
Sentiment prediction (ANP only)PositiveNegativePositiveNegativePositivePositive
Sentiment prediction (SentiPair)PositiveNegativePositivePositivePositivePositive