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논문 기본 정보
- 자료유형
- 학술저널
- 저자정보
- 발행연도
- 2017.5
- 수록면
- 758 - 768 (11page)
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초록· 키워드
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In this paper, we present a novel method to extract face representation based on multi-resolution spatial pyramid. In our method, a face is subdivided into increasingly finer sub-regions (local regions) and represented at multiple levels of histogram representations. To cope with misaligned problem, patch-based local descriptor extraction has been also developed in a novel way. To preserve multiple levels of detail in local characteristics and also encode holistic spatial configuration, histograms from all levels of spatial pyramid are integrated by using dimensionality reduction and feature combination, leading to our spatial-pyramid face feature representation. We incorporate our proposed face features into general face recognition pipeline and achieve state-of-the-art results on challenging face recognition problems.
목차
ABSTRACT
1. 서론
2. 공간 계층적 얼굴 특징 기반 얼굴인식
3. 실험
4. 결론
REFERENCE
참고문헌 (36)
참고문헌 신청
[학술지(정기간행물)] - J. T. Chien / 2002 / Discriminant Waveletfaces and Nearest Feature Classifiers for Face Recognition / IEEE Transactions on Pattern Analysis and Machine Intelligence 24 (12) : 1644 ~ 1649
[학술지(정기간행물)] - Y. Su / 2009 / Hierarchical Ensemble of Global and Local Classifiers for Face Recognition / IEEE Transactions Image Processing 18 (8) : 1885 ~ 1886
[학술지(정기간행물)] - J. Sivic / 2009 / Efficient Visual Search Cast as Text Retrieval / IEEE Transactions Pattern Analysis and Machine Intelligence 31 (4) : 591 ~ 606
[학술대회논문] - L. Fei-Fei / 2005 / A Bayesian Hierarchical Model for Learning Natural Scene Categories / Proceeding of 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition 2 : 524 ~ 531
[학술대회논문] - S. Lazebnik / 2006 / Beyond Bags of Features : Spatial Pyramid Matching for Recognizing Natural Scene Categories / Proceeding of 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition 2 : 2169 ~ 2178
[학술지(정기간행물)] - Y. Su / 2009 / Hierarchical Ensemble of Global and Local Classifiers for Face Recognition / IEEE Transactions Image Processing 18 (8) : 1885 ~ 1886
[학술지(정기간행물)] - J. Sivic / 2009 / Efficient Visual Search Cast as Text Retrieval / IEEE Transactions Pattern Analysis and Machine Intelligence 31 (4) : 591 ~ 606
[학술대회논문] - L. Fei-Fei / 2005 / A Bayesian Hierarchical Model for Learning Natural Scene Categories / Proceeding of 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition 2 : 524 ~ 531
[학술대회논문] - S. Lazebnik / 2006 / Beyond Bags of Features : Spatial Pyramid Matching for Recognizing Natural Scene Categories / Proceeding of 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition 2 : 2169 ~ 2178
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