2018 · 54 citations · 17 references
ComputingComputer ScienceAutism Spectrum DisordersComputer VisionMachine LearningDeep LearningEmotion RecognitionEmotional ExpressionFace RecognitionFacial ExpressionPattern RecognitionConvolutional Neural NetworksFacial Expression AnalysisFacial Expression ClassificationFacial Expression ProcessingFacial Expression Recognition
In this paper, an initial work of a research is discussed which is to teach young autistic children recognizing human facial expression with the help of computer vision and image processing. This paper mostly discusses the initial work of facial expression recognition using a deep convolutional neural network. The Kaggle's FER2013 dataset has been used to train and experiment with a deep convolutional neural network model. Once a satisfactory result is achieved, the dataset is modified with pictures of four different lighting conditions and each of these datasets is again trained with the same model. This is necessary for the end goal of the research which is to recognize facial expression in any possible environment. Finally, the comparison between results with different datasets is discussed and future work of the project is outlined.
17
Adam: A Method for Stochastic Optimization
Diederik P. Kingma, Jimmy Ba · UvA-DARE (University of Amsterdam) · 2014 · 84.8K citations · Full text
Delving Deep into Rectifiers: Surpassing Human-Level Performance on ImageNet Classification
Kaiming He, Xiangyu Zhang, Shaoqing Ren et al. · 2015 · 18.8K citations
Convergence Results for Neural Networks via Electrodynamics
arXiv (Cornell University) · 2018 · 2.9K citations · Full text
Computing, Computer Science, Physics +13