An Approach for Improving Automatic Mouth Emotion Recognition

作者: Giulio Biondi , Valentina Franzoni , Osvaldo Gervasi , Damiano Perri

DOI: 10.1007/978-3-030-24289-3_48

关键词:

摘要: The study proposes and tests a technique for automated emotion recognition through mouth detection via Convolutional Neural Networks (CNN), meant to be applied supporting people with health disorders communication skills issues (e.g. muscle wasting, stroke, autism, or, more simply, pain) in order recognize emotions generate real-time feedback, or data feeding systems. software system starts the computation identifying if face is present on acquired image, then it looks location extracts corresponding features. Both tasks are carried out using Haar Feature-based Classifiers, which guarantee fast execution promising performance. If our previous works focused visual micro-expressions personalized training single user, this strategy aims train also generalized faces sets.

参考文章(57)
Osvaldo Gervasi, Valentina Franzoni, Matteo Riganelli, Sergio Tasso, Automating facial emotion recognition web intelligence. ,vol. 17, pp. 17- 27 ,(2019) , 10.3233/WEB-190397
Valentina Franzoni, Alfredo Milani, Daniele Nardi, Jordi Vallverdú, Emotional machines: The next revolution web intelligence. ,vol. 17, pp. 1- 7 ,(2019) , 10.3233/WEB-190395
Yann LeCun, Yoshua Bengio, Geoffrey Hinton, Deep learning Nature. ,vol. 521, pp. 436- 444 ,(2015) , 10.1038/NATURE14539
Valentina Franzoni, Alfredo Milani, Emotion Recognition for Self-aid in Addiction Treatment, Psychotherapy, and Nonviolent Communication international conference on computational science and its applications. ,vol. 11620, pp. 391- 404 ,(2019) , 10.1007/978-3-030-24296-1_32
Giulio Biondi, Valentina Franzoni, Yuanxi Li, Alfredo Milani, Web-based Semantic Similarity for Emotion Recognition in Web Objects. arXiv: Computation and Language. ,(2016) , 10.1145/2996890.3007883
S. E. Fahlman, Massively parallel architecture for AI : NETL, Thistle, and Boltzmann machines Proc. Natl. Conference on Artificial Intelligence(AAAI-83). pp. 109- 113 ,(1983)
Sergio Tasso, Simonetta Pallottelli, Marina Rui, Antonio Laganá, Learning Objects Efficient Handling in a Federation of Science Distributed Repositories international conference on computational science and its applications. pp. 615- 626 ,(2014) , 10.1007/978-3-319-09144-0_42
Emanuele Bastianelli, Daniele Nardi, Luigia Carlucci Aiello, Fabrizio Giacomelli, Nicolamaria Manes, Speaky for robots: the development of vocal interfaces for robotic applications Applied Intelligence. ,vol. 44, pp. 43- 66 ,(2016) , 10.1007/S10489-015-0695-5
Andrea Chiancone, Valentina Franzoni, Rajdeep Niyogi, Alfredo Milani, Improving Link Ranking Quality by Quasi-Common Neighbourhood international conference on computational science and its applications. pp. 21- 26 ,(2015) , 10.1109/ICCSA.2015.19
Diederik P. Kingma, Jimmy Ba, Adam: A Method for Stochastic Optimization arXiv: Learning. ,(2014)