Abstract
This paper presents a scheme of creating an emotion index of cover song music video clips by recognizing and classifying facial expressions of the artist in the video. More specifically, it fuses effective and robust algorithms which are employed for expression recognition, along with the use of a neural network system using the features extracted by the SIFT algorithm. Also we support the need of this fusion of different expression recognition algorithms, because of the way that emotions are linked to facial expressions in music video clips.
This is a preview of subscription content, log in via an institution to check access.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Similar content being viewed by others
References
Agresti, A.: Categorical DATA Analysis. Wiley, New York (1990)
Steinberg, D., Colla, P.: CART™ Interface and Documentation. Salford Systems, San Diego (1997)
Balakrishnama, S., Ganapathiraju, A.: Linear Discriminant Analysis - A Brief Tutorial. Mississippi State Univ., Starkville (1998)
Hall, P., Park, B.U., Samworth, R.J.: Choice of neighbor order in nearest-neighbor classification. Annal. Stat. 36, 2135–2152 (2008)
Wang, J., Plataniotis, K.N., Lu, J., Venetsanopoulos, A.N.: Kernel quadratic discriminant analysis for small sample size problem. Pattern Recogn. 41(5), 1528–1538 (2008)
Lowe D.G.: Distinctive image features from scale-invariant keypoints. Int. J. Comput. Vis. 60, 91–110 (2004)
Kienzle, W., Bakir, G., Franz, M., Scholkopf, B.: Face detection - efficient and rank deficient. In: Advances in Neural Information Processing Systems 17, pp. 673–680 (2005)
Foo, J.J., Sinha, R.: Pruning SIFT for scalable near-duplicate image matching. In: Proceedings of the Eighteenth Conference on Australasian Database, vol. 63, pp 63–71 (2007)
Moreels P., Perona P.: Common-frame model for object recognition. In: Advances in Neural Information Processing Systems, pp. 953–960 (2004)
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2017 ICST Institute for Computer Sciences, Social Informatics and Telecommunications Engineering
About this paper
Cite this paper
Kavalakis, G., Vidakis, N., Triantafyllidis, G. (2017). Emotion Index of Cover Song Music Video Clips Based on Facial Expression Recognition. In: Brooks, A., Brooks, E. (eds) Interactivity, Game Creation, Design, Learning, and Innovation. ArtsIT DLI 2016 2016. Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering, vol 196. Springer, Cham. https://doi.org/10.1007/978-3-319-55834-9_29
Download citation
DOI: https://doi.org/10.1007/978-3-319-55834-9_29
Published:
Publisher Name: Springer, Cham
Print ISBN: 978-3-319-55833-2
Online ISBN: 978-3-319-55834-9
eBook Packages: Computer ScienceComputer Science (R0)