TY - GEN
T1 - Gabor-based novel color descriptors for object and scene image classification
AU - Sinha, Atreyee
AU - Banerji, Sugata
AU - Liu, Chengjun
N1 - Copyright:
Copyright 2013 Elsevier B.V., All rights reserved.
PY - 2012
Y1 - 2012
N2 - This paper presents several novel Gabor-based color descriptors for object and scene image classification. Firstly, a new Gabor-HOG descriptor is proposed for image feature extraction. Secondly, the Gabor-LBP descriptor derived by concatenating the Local Binary Patterns (LBP) histograms of all the component images produced by applying Gabor filters is integrated with the Gabor-HOG using an optimal feature representation method to introduce a novel Gabor-LBP-HOG (GLH) image descriptor which performs well on different object and scene image categories. Finally, the Enhanced Fisher Model (EFM) is applied for discriminatory feature extraction and the nearest neighbor classification rule is used for image classification. The robustness of the proposed GLH feature vector is evaluated using three grand challenge datasets, namely the Caltech 256 dataset, the MTT Scene dataset and the UIUC Sports Event dataset.
AB - This paper presents several novel Gabor-based color descriptors for object and scene image classification. Firstly, a new Gabor-HOG descriptor is proposed for image feature extraction. Secondly, the Gabor-LBP descriptor derived by concatenating the Local Binary Patterns (LBP) histograms of all the component images produced by applying Gabor filters is integrated with the Gabor-HOG using an optimal feature representation method to introduce a novel Gabor-LBP-HOG (GLH) image descriptor which performs well on different object and scene image categories. Finally, the Enhanced Fisher Model (EFM) is applied for discriminatory feature extraction and the nearest neighbor classification rule is used for image classification. The robustness of the proposed GLH feature vector is evaluated using three grand challenge datasets, namely the Caltech 256 dataset, the MTT Scene dataset and the UIUC Sports Event dataset.
KW - Color fusion
KW - Color spaces
KW - EFM
KW - Image search
KW - The GLH descriptor
KW - The Gabor-HOG descriptor
KW - The Gabor-LBP descriptor
UR - http://www.scopus.com/inward/record.url?scp=84873322860&partnerID=8YFLogxK
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M3 - Conference contribution
AN - SCOPUS:84873322860
SN - 9781601322258
T3 - Proceedings of the 2012 International Conference on Image Processing, Computer Vision, and Pattern Recognition, IPCV 2012
SP - 1142
EP - 1148
BT - Proceedings of the 2012 International Conference on Image Processing, Computer Vision, and Pattern Recognition, IPCV 2012
T2 - 2012 International Conference on Image Processing, Computer Vision, and Pattern Recognition, IPCV 2012
Y2 - 16 July 2012 through 19 July 2012
ER -