An Improved Face Recognition Method Based on Gabor Wavelet Transform and SVM
This paper proposed an improved face recognition method based on Gabor wavelet transform and SVM. Firstly, the approach utilizes discrete Gabor wavelet transform to face images. then the dimensions of Gabor feature vectors are reduced and transform feature base can be got by using the improved Fishe...
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Format: | Tagungsbericht |
Sprache: | eng |
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Zusammenfassung: | This paper proposed an improved face recognition method based on Gabor wavelet transform and SVM. Firstly, the approach utilizes discrete Gabor wavelet transform to face images. then the dimensions of Gabor feature vectors are reduced and transform feature base can be got by using the improved Fisher face method proposed in this paper. by projecting the face image onto the base, the transform coefficient used to be the input of classifier can be got. Finally face image can be classified using a SVM with error correction. Experiment results show that the method of this paper is robust and effective. |
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DOI: | 10.1109/ISCID.2012.101 |