TY - GEN
T1 - Novel color HWML descriptors for scene and object image classification
AU - Banerji, Sugata
AU - Sinha, Atreyee
AU - Liu, Chengjun
N1 - Copyright:
Copyright 2013 Elsevier B.V., All rights reserved.
PY - 2012
Y1 - 2012
N2 - Several new image descriptors are presented in this paper that combine color, texture and shape information to create feature vectors for scene and object image classification. In particular, first, a new three dimensional Local Binary Patterns (3D-LBP) descriptor is proposed for color image local feature extraction. Second, three novel color HWML (HOG of Wavelet of Multiplanar LBP) descriptors are derived by computing the histogram of the orientation gradients of the Haar wavelet transformation of the original image and the 3D-LBP images. Third, the Enhanced Fisher Model (EFM) is applied for discriminatory feature extraction and the nearest neighbor classification rule is used for image classification. Finally, the Caltech 256 object categories database and the MIT scene dataset are used to show the feasibility of the proposed new methods.
AB - Several new image descriptors are presented in this paper that combine color, texture and shape information to create feature vectors for scene and object image classification. In particular, first, a new three dimensional Local Binary Patterns (3D-LBP) descriptor is proposed for color image local feature extraction. Second, three novel color HWML (HOG of Wavelet of Multiplanar LBP) descriptors are derived by computing the histogram of the orientation gradients of the Haar wavelet transformation of the original image and the 3D-LBP images. Third, the Enhanced Fisher Model (EFM) is applied for discriminatory feature extraction and the nearest neighbor classification rule is used for image classification. Finally, the Caltech 256 object categories database and the MIT scene dataset are used to show the feasibility of the proposed new methods.
KW - Enhanced Fisher Model (EFM)
KW - The HOG of Wavelet of Multiplanar LBP (HWML) descriptor
KW - image search
KW - scene and object classification
KW - the Fused Color HWML (FCHWML) descriptor
UR - http://www.scopus.com/inward/record.url?scp=84875855514&partnerID=8YFLogxK
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U2 - 10.1109/IPTA.2012.6469564
DO - 10.1109/IPTA.2012.6469564
M3 - Conference contribution
AN - SCOPUS:84875855514
SN - 9781467325837
T3 - 2012 3rd International Conference on Image Processing Theory, Tools and Applications, IPTA 2012
SP - 330
EP - 335
BT - 2012 3rd International Conference on Image Processing Theory, Tools and Applications, IPTA 2012
T2 - 2012 3rd International Conference on Image Processing Theory, Tools and Applications, IPTA 2012
Y2 - 15 October 2012 through 18 October 2012
ER -