Joint prediction of discrete and continuous emotions from dance videos based on FFN

Jiang Huang; Xianglin Huang; Lifang Yang; Zhulin Tao

doi:10.1117/12.3005804

10 October 2023 Joint prediction of discrete and continuous emotions from dance videos based on FFN

Jiang Huang, Xianglin Huang, Lifang Yang, Zhulin Tao

Proceedings Volume 12799, Third International Conference on Advanced Algorithms and Signal Image Processing (AASIP 2023); 127992J (2023) https://doi.org/10.1117/12.3005804
Event: 3rd International Conference on Advanced Algorithms and Signal Image Processing (AASIP 2023), 2023, Kuala Lumpur, Malaysia

Abstract

Dance performance provides an effective way to express human emotions. Compared with voice and facial expression, it is clear that the regularity of posture change is hard to capture. However, changes of posture can make emotional expressions more vivid in nature, which do well in the analysis of emotional states. In this paper, we propose a hybrid feature for emotion classification in dance performance by means of a well-designed feature fusion network. The novelty of this method is the joint prediction of discrete emotions and continuous emotions, which improves the accuracy and robustness of emotion recognition methods. Finally, we conduct experiments on the official dataset, and the effectiveness of our proposed method is clearly demonstrated through quantitative and qualitative experiments.

(2023) Published by SPIE. Downloading of the abstract is permitted for personal use only.

Citation Download Citation

Jiang Huang, Xianglin Huang, Lifang Yang, and Zhulin Tao "Joint prediction of discrete and continuous emotions from dance videos based on FFN", Proc. SPIE 12799, Third International Conference on Advanced Algorithms and Signal Image Processing (AASIP 2023), 127992J (10 October 2023); https://doi.org/10.1117/12.3005804

ACCESS THE FULL ARTICLE

INSTITUTIONAL
Select your institution to access the SPIE Digital Library.

SELECT YOUR INSTITUTION

PERSONAL
Sign in with your SPIE account to access your personal subscriptions or to use specific features such as save to my library, sign up for alerts, save searches, etc.

PERSONAL SIGN IN

No SPIE Account? Create one

PURCHASE THIS CONTENT

SUBSCRIBE TO DIGITAL LIBRARY

50 downloads per 1-year subscription

Members: $195

Non-members: $335 ADD TO CART

25 downloads per 1 - year subscription

Members: $145

Non-members: $250 ADD TO CART

PURCHASE SINGLE ARTICLE

Includes PDF, HTML & Video, when available

Members: $17.00

Non-members: $21.00 ADD TO CART

PROCEEDINGS
7 PAGES

DOWNLOAD PAPER SAVE TO MY LIBRARY

GET CITATION

RIGHTS & PERMISSIONS

Get copyright permission Get copyright permission on Copyright Marketplace

KEYWORDS

Emotion

Video

3D modeling

Visualization

Education and training

Data modeling

Motion models

Show All Keywords

Keywords/Phrases

Search In:

Publication Years