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Temporal EEG Imaging for Drowsy Driving Prediction

Eric Juwei Cheng, Ku-Young Young, Chin-Teng Lin
2019 Applied Sciences  
As a major cause of vehicle accidents, the prevention of drowsy driving has received increasing public attention. Precisely identifying the drowsy state of drivers is difficult since it is an ambiguous event that does not occur at a single point in time. In this paper, we use an electroencephalography (EEG) image-based method to estimate the drowsiness state of drivers. The driver's EEG measurement is transformed into an RGB image that contains the spatial knowledge of the EEG. Moreover, for
more » ... sidering the temporal behavior of the data, we generate these images using the EEG data over a sequence of time points. The generated EEG images are passed into a convolutional neural network (CNN) to perform the prediction task. In the experiment, the proposed method is compared with an EEG image generated from a single data time point, and the results indicate that the approach of combining EEG images in multiple time points is able to improve the performance for drowsiness prediction.
doi:10.3390/app9235078 fatcat:fcak3e3gmvbp5b3ucmparkpz4u

Deep Learning Based Face Recognition with Sparse Representation Classification [chapter]

Eric-Juwei Cheng, Mukesh Prasad, Deepak Puthal, Nabin Sharma, Om Kumar Prasad, Po-Hao Chin, Chin-Teng Lin, Michael Blumenstein
2017 Lecture Notes in Computer Science  
This paper proposes a two-layer Convolutional Neural Network (CNN) to learn the high-level features which utilizes to the face identification via sparse representation. Feature extraction plays a vital role in real-world pattern recognition and classification tasks. The details description of the given input face image, significantly improve the performance of the facial recognition system. Sparse Representation Classifier (SRC) is a popular face classifier that sparsely represents the face
more » ... e by a subset of training data, which is known as insensitive to the choice of feature space. The proposed method shows the performance improvement of SRC via a precisely selected feature exactor. In the experimental results we compare the CNN feature to various feature extraction methods and it can be easily seen that the proposed method outperform other methods.
doi:10.1007/978-3-319-70090-8_67 fatcat:ejmymeyktvhzxpdmusd53ke3uu

Tuberculosis y cine. Una aproximación a través de la fantasía de más de 400 películas

José Elías, García Sánchez, Enrique García Sánchez, Enrique Merino
Cuando Eric Swanson (Carlton S.  ...  Intérpretes: Tianlu Li, Giong Lim, Ming Hwa Bai, Fue Choung Cheng , Chingju Huang, Tunghsiu Kao, Hei Li, Hung Liou, Wenbing Li, Wenchang Li, I.  ...  Ella, Berta (Rosemary DeCamp), se encuentra en un estado de gestación muy avanzado y él, Josef (Eric Feldary) sufre una tuberculosis grave. -"Buenos días señor Hammock. ¿Qué pasa?"  ...