TY - GEN
T1 - Emotion Prediction in Movies Using Visual Features Genre Information
AU - Aslan, Fatih
AU - Ekenel, Hazim Kemal
N1 - Publisher Copyright:
© 2019 IEEE.
PY - 2019/9
Y1 - 2019/9
N2 - There are many application fields to predict the emotion in multimedia content automatically such as offering personalized media options to the users, indexing media. With the developments in deep learning, the issues have become more popular. In this study, it is aimed to predict the emotion elicited from movies by using convolutional neural network approaches from the visual based features. In addition, the effect of movie genre in emotion prediction in terms of valence and arousal score is analyzed separately by using the LIRIS-ACCEDE movie dataset. As the main contribution, the dataset is deeply analyzed according to film genres. After that, it is categorized into the training groups in a way that the same genre movies are proportionally distributed, and well-known CNN networks are utilized for regression training.
AB - There are many application fields to predict the emotion in multimedia content automatically such as offering personalized media options to the users, indexing media. With the developments in deep learning, the issues have become more popular. In this study, it is aimed to predict the emotion elicited from movies by using convolutional neural network approaches from the visual based features. In addition, the effect of movie genre in emotion prediction in terms of valence and arousal score is analyzed separately by using the LIRIS-ACCEDE movie dataset. As the main contribution, the dataset is deeply analyzed according to film genres. After that, it is categorized into the training groups in a way that the same genre movies are proportionally distributed, and well-known CNN networks are utilized for regression training.
KW - emotion estimation
KW - emotion prediction
KW - emotion prediction using deep learning approaches
KW - emotion prediction using genre
KW - emotion prediction using visual features
KW - movie emotion prediction
UR - http://www.scopus.com/inward/record.url?scp=85076202266&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85076202266&partnerID=8YFLogxK
U2 - 10.1109/UBMK.2019.8907100
DO - 10.1109/UBMK.2019.8907100
M3 - Conference contribution
AN - SCOPUS:85076202266
T3 - UBMK 2019 - Proceedings, 4th International Conference on Computer Science and Engineering
SP - 569
EP - 573
BT - UBMK 2019 - Proceedings, 4th International Conference on Computer Science and Engineering
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 4th International Conference on Computer Science and Engineering, UBMK 2019
Y2 - 11 September 2019 through 15 September 2019
ER -