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Deep Learning and Machine Learning-based approach for identifying…
Deep Learning and Machine
Learning-based approach for
identifying children's facial emotions
Objectives
Analyzing age wise facial emotion recognition accuracies of children through neural networks (Image based method)
Analyzing facial emotion recognition accuracies of children through neural networks (Video based method)
Performing EFA for to identify emotion levels respective to different emotions and different age categories
Results and Discussion
Video and Image based
Image Based
Accuracy improvement?
Age wise classification?
Video Based
Accuracy?
Future work
Introduction and
Literature survey
Adults
Image based
Video based
Children
Image Based
lin2020feature
haque2018facial
lopez2019emotion
inbook
Video Based
yu2021emotion
Age wise classification??
Research Gap
Lack of viddeo based methodologies
Importance?
Methodology
Image based Method
Data Augmentation
Training the model
Changing parameters
Data preprocessing
Testing the model
Low Accuracy
Transfer
Learning
Video based Method
Training the model
Frame count
Testing the model
Preprocessing