TY - GEN
T1 - Handwritten Texts for Personality Identification Using Convolutional Neural Networks
AU - Valdez-Rodríguez, José E.
AU - Calvo, Hiram
AU - Felipe-Riverón, Edgardo M.
N1 - Publisher Copyright:
© 2019, Springer Nature Switzerland AG.
PY - 2019
Y1 - 2019
N2 - The task consists in estimating the personality traits of users from their handwritten texts. To classify them, we use the scanned image of the subject hand-written essay divided in patches and we propose in this work an architecture based on a Convolutional Neural Network (CNN) as classifier. The original dataset consists of 418 images in color, from which we obtained 216 patches of each image in grayscale and then we binarized them resulting in approximately 90,000 images. The CNN consists of five convolutional layers to extract features of the patches and three fully connected layers to perform the classification.
AB - The task consists in estimating the personality traits of users from their handwritten texts. To classify them, we use the scanned image of the subject hand-written essay divided in patches and we propose in this work an architecture based on a Convolutional Neural Network (CNN) as classifier. The original dataset consists of 418 images in color, from which we obtained 216 patches of each image in grayscale and then we binarized them resulting in approximately 90,000 images. The CNN consists of five convolutional layers to extract features of the patches and three fully connected layers to perform the classification.
KW - CNN
KW - Handwritten text
KW - Image processing
KW - Personality traits
UR - http://www.scopus.com/inward/record.url?scp=85059950931&partnerID=8YFLogxK
U2 - 10.1007/978-3-030-05792-3_13
DO - 10.1007/978-3-030-05792-3_13
M3 - Contribución a la conferencia
AN - SCOPUS:85059950931
SN - 9783030057916
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - 140
EP - 145
BT - Pattern Recognition and Information Forensics - ICPR 2018 International Workshops, CVAUI, IWCF, and MIPPSNA, Revised Selected Papers
A2 - Sidère, Nicolas
A2 - Zhang, Zhaoxiang
A2 - Tian, Yingli
A2 - Jair Escalante, Hugo
A2 - Suter, David
A2 - Branzan Albu, Alexandra
PB - Springer Verlag
T2 - 3rd International Workshop on Computer Vision for Analysis of Underwater Imagery, CVAUI 2018, 7th International Workshop on Computational Forensics, IWCF 2018, and International Workshop on Multimedia Information Processing for Personality and Social Networks Analysis, MIPPSNA 2018 held at 24th International Conference on Pattern Recognition, ICPR 2018
Y2 - 20 August 2018 through 24 August 2018
ER -