TY - GEN
T1 - Organizing cultural heritage with deep features
AU - Obeso, Abraham Montoya
AU - Benois-Pineau, Jenny
AU - García Vázquez, Mireya Saraí
AU - Ramírez Acosta, Alejandro Álvaro
PY - 2019/10/15
Y1 - 2019/10/15
N2 - In recent years, the preservation and diffusion of culture in the digital form has been a priority for the governments in different countries, as in Mexico, with the objective of preserving and spreading culture through information technologies. Nowadays, a large amount of multimedia content is produced. Therefore, more efficient and accurate systems are required to organize it. In this work, we analyze the ability of a pre-trained residual network (ResNet) to describe information through the extracted deep features and we analyze its behavior by grouping new data into clusters by the K-means method at different levels of compression with the PCA algorithm showing that the structuring of new input data can be done with the proposed method.
AB - In recent years, the preservation and diffusion of culture in the digital form has been a priority for the governments in different countries, as in Mexico, with the objective of preserving and spreading culture through information technologies. Nowadays, a large amount of multimedia content is produced. Therefore, more efficient and accurate systems are required to organize it. In this work, we analyze the ability of a pre-trained residual network (ResNet) to describe information through the extracted deep features and we analyze its behavior by grouping new data into clusters by the K-means method at different levels of compression with the PCA algorithm showing that the structuring of new input data can be done with the proposed method.
KW - Data structuring
KW - Neural networks
KW - Visual attention
UR - http://www.scopus.com/inward/record.url?scp=85074957560&partnerID=8YFLogxK
U2 - 10.1145/3347317.3357244
DO - 10.1145/3347317.3357244
M3 - Contribución a la conferencia
T3 - SUMAC 2019 - Proceedings of the 1st Workshop on Structuring and Understanding of Multimedia heritAge Contents, co-located with MM 2019
SP - 55
EP - 59
BT - SUMAC 2019 - Proceedings of the 1st Workshop on Structuring and Understanding of Multimedia heritAge Contents, co-located with MM 2019
PB - Association for Computing Machinery, Inc
T2 - 1st Workshop on Structuring and Understanding of Multimedia heritAge Contents, SUMAC 2019, co-located with MM 2019
Y2 - 21 October 2019
ER -