• Title/Summary/Keyword: Features

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Classification of Emotional States of Interest and Neutral Using Features from Pulse Wave Signal

  • Phongsuphap, Sukanya;Sopharak, Akara
    • 제어로봇시스템학회:학술대회논문집
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    • 2004.08a
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    • pp.682-685
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    • 2004
  • This paper investigated a method for classifying emotional states by using pulse wave signal. It focused on finding effective features for emotional state classification. The emptional states considered here consisted of interest and neutral. Classification experiments utilized 65 and 60 samples of interest and neutral states respectively. We have investigated 19 features derived from pulse wave signals by using both time domain and frequency domain analysis methods with 2 classifiers of minimum distance (normalized Euclidean distanece) and ${\kappa}$-Nearest Neighbour. The Leave-one-out cross validation was used as an evaluation mehtod. Based on experimental results, the most efficient features were a combination of 4 features consisting of (i) the mean of the first differences of the smoothed pulse rate time series signal, (ii) the mean of absolute values of the second differences of thel normalized interbeat intervals, (iii) the root mean square successive difference, and (iv) the power in high frequency range in normalized unit, which provided 80.8% average accuracy with ${\kappa}$-Nearest Neighbour classifier.

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Feature Generation Method for Low-Resolution Face Recognition (저해상도 얼굴 영상의 인식을 위한 특징 생성 방법)

  • Choi, Sang-Il
    • Journal of Korea Multimedia Society
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    • v.18 no.9
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    • pp.1039-1046
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    • 2015
  • We propose a feature generation method for low-resolution face recognition. For this, we first generate new features from the input features (pixels) of a low-resolution face image by adding the higher-order terms. Then, we evaluate the separability of both of the original input features and new features by computing the discriminant distance of each feature. Finally, new data sample used for recognition consists of the features with high separability. The experimental results for the FERET, CMU-PIE and Yale B databases show that the proposed method gives good recognition performance for low-resolution face images compared with other method.

A Complete Feature Map Building Method of Sonar Sensors for Mobile Robots (이동 로봇을 위한 초음파 센서의 완성도 높은 형상지도 작성법)

  • Lee, Se-Jin;Lim, Jong-Hwan;Cho, Dong-Woo
    • Journal of the Korean Society for Precision Engineering
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    • v.27 no.1
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    • pp.64-75
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    • 2010
  • This study introduces a complete feature map building method of sonar sensors for mobile robots. This method enhances the reality of feature maps by extracting even circle features as well as line and point features from sonar data. Edge features are, moreover, generated by combining line features close to circle features extracted around comer sites. The uncertainties of the specular reflection phenomenon and wide beam width of sonar data can be, therefore, reduced through this map building method. The experimental results demonstrate a practical validity of the proposed method in those environments.

Estimating 3-D surface geometrical features on the basis of surface curvature consistency

  • Zha, H.B.;Muramatsu, S.;Nagata, T.
    • 제어로봇시스템학회:학술대회논문집
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    • 1993.10b
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    • pp.54-59
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    • 1993
  • This paper presents a method of estimating 3-D surface geometrical features that are necessary for 3-D object recognition and image interpretation. The features, such as surface needle maps and curvatures, are computed from range or intensity images. In general, the range and intensity images are prone to noises, and hence the features computed by differentiation calculi on such a noisy image are hardly applicable to industrial recognition tasks. In our approach, we try to obtain a more accurate estimate of the features by using a least-squares minimization procedure subject to local curvature consistency constraints. The algorithm is robust with respect to noises and is completely independent of the viewpoint at which the image is taken. The performance of the ajgoritlim is evaluated using both synthetic data and real intensity images.

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SMALL-SCALE Hα DYNAMIC FEATURES SUPPORTED BY CHROMO SPHERIC MAGNETIC RECONNECTION

  • LEE SANGWOO;YUN HONG SIK;CHAE JONGCHUL;GOODE PHILIP R.
    • Journal of The Korean Astronomical Society
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    • v.36 no.spc1
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    • pp.21-27
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    • 2003
  • In the present study, we have investigated morphology and evolution of small-scale Ha dynamic features on the quiet sun by analyzing video magnetograms and high resolution Ha images simultaneously taken for 5 hours at Big Bear Solar Observatory on April 18, 1997. From comparisons between time sequential longitudinal magnetograms and H$\alpha$ images covering $150" {\times} 150"$, several small-scale H$\alpha$ dynamic features have been observed at a site of magnetic flux cancellation. A close relationship between such features and cancelling magnetic fluxes has been revealed temporarily and spatially. Our results support that material injection by chromospheric magnetic reconnect ion may be essential in supporting numerous small-scale H$\alpha$ dynamical absorption features, being in line with recent observational studies showing that material injection by chromospheric magnetic reconnect ion is essential for the formation of solar filaments.

A Study of Adapting Women's Pyoeui of Chosun Era to Wedding Dress (조선시대 여자표의를 활용한 혼례복 디자인개발 연구)

  • 여상미;박옥련
    • Journal of the Korean Society of Costume
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    • v.52 no.6
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    • pp.103-114
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    • 2002
  • The purpose of this study was to present adapting Korean aesthetics to the design of Wedding dress. For this study. Chosun Women's Pyoeui(coat) were considered. Pyoeui had the courtesy and variety. They were Jugeui, Wonsam, Hwalos, Dangeui, and Jangeui. Pyoeui were considered the formative features and the aesthetical values describing Shape, Color, Material, Pattern, and Ornament. And Pyoeui were considered the instances which were adapted their formative features to Wedding dress. The formative features appearing on Wedding dress were merely applied the outward shape. Therefore it will be necessary to understand the outward features and the aesthetical values about Women's Pyoeui for adapting Wedding dress. And then the continuous attempt is needed to adapt Korean aesthetics to the design of Wedding dress.

Intra-and Inter-frame Features for Automatic Speech Recognition

  • Lee, Sung Joo;Kang, Byung Ok;Chung, Hoon;Lee, Yunkeun
    • ETRI Journal
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    • v.36 no.3
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    • pp.514-517
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    • 2014
  • In this paper, alternative dynamic features for speech recognition are proposed. The goal of this work is to improve speech recognition accuracy by deriving the representation of distinctive dynamic characteristics from a speech spectrum. This work was inspired by two temporal dynamics of a speech signal. One is the highly non-stationary nature of speech, and the other is the inter-frame change of a speech spectrum. We adopt the use of a sub-frame spectrum analyzer to capture very rapid spectral changes within a speech analysis frame. In addition, we attempt to measure spectral fluctuations of a more complex manner as opposed to traditional dynamic features such as delta or double-delta. To evaluate the proposed features, speech recognition tests over smartphone environments were conducted. The experimental results show that the feature streams simply combined with the proposed features are effective for an improvement in the recognition accuracy of a hidden Markov model-based speech recognizer.

A Study of Adapting Men's Pyoeui of Chosun era to Wedding Dress (조선시대 남자표의를 활용한 혼례복 디자인개발 연구)

  • 여상미;박옥련
    • Journal of the Korean Society of Costume
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    • v.52 no.4
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    • pp.39-50
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    • 2002
  • The purpose of this study was to present adapting Korean beauty to the design of Wedding dress. For this study, Chosun Men's Pyoeui(coat) were considered first. Pyoeui had the courtesy and variety. They were Jobog, Danryeong. Chulrlk, Dabho, Jangeui, Aegjueumpo, Jigryeong, Changeui, Changos, Jungchimag, Hagchangeui, Simeui, Dopo, and Durumagi. Pyoeui were considered the formative features and the costume beauty describing Shape, Color, Material, Pattern. and Ornament. And Pyoeui were considered the instances which were adapted their formative features to Wedding dress. The formative features appearing on Wedding dress were merely applied the outward shape. Therefore it will be necessary to understand the outward features and the costume beauty about Men's Pyoeui for adapting Wedding dress. And then the continuous attempt is needed to adapt the beauty of Korean costume to the design of Wedding dress.

Bio-Inspired Object Recognition Using Parameterized Metric Learning

  • Li, Xiong;Wang, Bin;Liu, Yuncai
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.7 no.4
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    • pp.819-833
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    • 2013
  • Computing global features based on local features using a bio-inspired framework has shown promising performance. However, for some tough applications with large intra-class variances, a single local feature is inadequate to represent all the attributes of the images. To integrate the complementary abilities of multiple local features, in this paper we have extended the efficacy of the bio-inspired framework, HMAX, to adapt heterogeneous features for global feature extraction. Given multiple global features, we propose an approach, designated as parameterized metric learning, for high dimensional feature fusion. The fusion parameters are solved by maximizing the canonical correlation with respect to the parameters. Experimental results show that our method achieves significant improvements over the benchmark bio-inspired framework, HMAX, and other related methods on the Caltech dataset, under varying numbers of training samples and feature elements.

Polymorphic stages of the fresh water blue-green alga, Gomphosphaeria aponina

  • Dwivedi, V.K.;Tandon, Richa;Tiwari, G.L.
    • ALGAE
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    • v.25 no.3
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    • pp.115-120
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    • 2010
  • The natural growth of a population of Gomphosphaeria aponina Kutzing (Chroococcales, Cyanoprocaryota) was studied in a cemented freshwater tank in Allahabad, India. This population appeared to be a polymorphic species. Different species of the genus Gomphosphaeria have been segregated based on morphological features of colonies, cells and mucilage. However, these features are not well defined for different species. Our observations revealed many feature variations and, interestingly, certain features that have been described for different Gomphosphaeria species were seen in a single population. In this study, records of such variable morphological features were possible due to the availability of numerous specimens and continuous observations for more than two years. Further, this study revealed two points: (i) more detailed morphological studies are required both from nature as well as in culture to identify critical differences among the species, and (ii) molecular characterization of taxa appears to be necessary for final species settlement.