Hybrid Neural Approach for Face and Associated Emotion Recognition Using Swarm Intelligence-Based Ensemble Network
Mrs. Ismath Unnisa, R. Loganathan · Indian Journal of Computer Science and Engineering · 2021
In this work, a hybrid approach which carries the Radial Basis Function Neural Network and Multilayer Perceptron Neural Network have been applied in a cascaded manner to recognize the face and associated emotions.The variability of individual classifier performances has been reduced by providing the ensemble approach.The formation of ensemble has been developed using the intelligent manner with the help of particle swarm optimization.The applied ensemble approach provided the weighted importance of individual entities according to their performances.The proposed ensemble approach has been proven to be useful over the development of ensemble classifier for XOR classification problem.Each face has been carried with a different form of emotion which has been tested and performance was compared against the individual classifier module.