In this paper, a new method to extract person-independent expression feature based on HOSVD (Higher-Order Singular Value Decomposition) is proposed for facial expression recognition. With the assumption that similar persons have similar facial expression appearance and shape, person-similarity weighted expression feature is used to estimate the expression feature of the test person. As a result, the estimated expression feature can reduce the influence of individual caused by insufficient training data and becomes less person-dependent, and can be more robust to new persons. The proposed method has been tested on Cohn-Kanade facial expression database and Japanese Female Facial Expression (JAFFE) database. Person-independent experimental results show the efficiency of the proposed method.


    Zugriff

    Zugriff prüfen

    Verfügbarkeit in meiner Bibliothek prüfen

    Bestellung bei Subito €


    Exportieren, teilen und zitieren



    Titel :

    Person-Similarity Weighted Feature for Expression Recognition


    Beteiligte:
    Yagi, Yasushi (Herausgeber:in) / Kang, Sing Bing (Herausgeber:in) / Kweon, In So (Herausgeber:in) / Zha, Hongbin (Herausgeber:in) / Tan, Huachun (Autor:in) / Zhang, Yu-Jin (Autor:in)

    Kongress:

    Asian Conference on Computer Vision ; 2007 ; Tokyo, Japan November 18, 2007 - November 22, 2007


    Erschienen in:

    Computer Vision – ACCV 2007 ; Kapitel : 70 ; 712-721


    Erscheinungsdatum :

    2007-01-01


    Format / Umfang :

    10 pages





    Medientyp :

    Aufsatz/Kapitel (Buch)


    Format :

    Elektronische Ressource


    Sprache :

    Englisch




    Exemplar-Guided Similarity Learning on Polynomial Kernel Feature Map for Person Re-identification

    Chen, D. / Yuan, Z. / Wang, J. et al. | British Library Online Contents | 2017


    First-Person Activity Recognition: Feature, Temporal Structure, and Prediction

    Ryoo, M. S. / Matthies, L. | British Library Online Contents | 2016


    Exploiting feature representations through similarity learning, post-ranking and ranking aggregation for person re-identification

    Jacques, Julio C.S. / Baró, Xavier / Escalera, Sergio | British Library Online Contents | 2018



    POINT TO SET SIMILARITY COMPARISON AND DEEP FEATURE LEARNING FOR VISUAL RECOGNITION

    WANG JINJUN / ZHOU SANPIN | Europäisches Patentamt | 2018

    Freier Zugriff