Facial Expression Representation Based on Timing Structures in Faces

نویسندگان

  • Masahiro Nishiyama
  • Hiroaki Kawashima
  • Takatsugu Hirayama
  • Takashi Matsuyama
چکیده

This paper presents a method for interpreting facial expressions based on temporal structures among partial movements in facial image sequences. To extract the structures, we propose a novel facial expression representation, which we call a facial score, similar to a musical score. The facial score enables us to describe facial expressions as spatio-temporal combinations of temporal intervals; each interval represents a simple motion pattern with the beginning and ending times of the motion. Thus, we can classify fine-grained expressions from multivariate distributions of temporal differences between the intervals in the score. In this paper, we provide a method to obtain the score automatically from input images using bottom-up clustering of dynamics. We evaluate the efficiency of facial scores by comparing the temporal structure of intentional smiles with that of spontaneous smiles.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Local gradient pattern - A novel feature representation for facial expression recognition

Many researchers adopt Local Binary Pattern for pattern analysis. However, the long histogram created by Local Binary Pattern is not suitable for large-scale facial database. This paper presents a simple facial pattern descriptor for facial expression recognition. Local pattern is computed based on local gradient flow from one side to another side through the center pixel in a 3x3 pixels region...

متن کامل

Facial Expression Recognition Based on Structural Changes in Facial Skin

Facial expressions are the most powerful and direct means of presenting human emotions and feelings and offer a window into a persons’ state of mind. In recent years, the study of facial expression and recognition has gained prominence; as industry and services are keen on expanding on the potential advantages of facial recognition technology. As machine vision and artificial intelligence advan...

متن کامل

Facial Expression Recognition based on Timing Structures in Faces

This paper presents a method for interpreting facial expressions based on temporal structures among partial movements in facial image sequences. To extract the structures, we propose a novel facial expression representation, which we call a facial score, that is similar to a musical score. The facial score enables us to describe facial expressions as spatio-temporal combinations of temporal int...

متن کامل

Improving LNMF Performance of Facial Expression Recognition via Significant Parts Extraction using Shapley Value

Nonnegative Matrix Factorization (NMF) algorithms have been utilized in a wide range of real applications. NMF is done by several researchers to its part based representation property especially in the facial expression recognition problem. It decomposes a face image into its essential parts (e.g. nose, lips, etc.) but in all previous attempts, it is neglected that all features achieved by NMF ...

متن کامل

بازشناسی جلوه‌های هیجانی با استفاده از تحلیل تفکیک پذیری مبتنی بر خوشه بندی چهره

Improvement of Facial expression recognition is aim of proposed method. This is a new formulation to the linear discriminant analysis. In the new formulation within-class and between-class covariance matrix are estimated on the each cluster and in the test phase new samples are mapped to the subspace that is related to the cluster of them. At the first we addressed clustering analysis of faces ...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2005