Multiscale local discriminatory feature representations for automatic face recognition

Baoming Hong; Chi Hau Chen; Songmei Tang

doi:10.1117/12.441440

21 September 2001 Multiscale local discriminatory feature representations for automatic face recognition

Baoming Hong, Chi Hau Chen, Songmei Tang

Proceedings Volume 4550, Image Extraction, Segmentation, and Recognition; (2001) https://doi.org/10.1117/12.441440
Event: Multispectral Image Processing and Pattern Recognition, 2001, Wuhan, China

Abstract

In automatic face recognition, strong discriminatory feature extraction is very important. In this paper a new approach to extract powerful local discriminatory features is introduced. Instead of using traditional wavelet features, the authors examine multiscale local statistical characteristics to achieve strong discriminatory features based on important wavelet subbands. Meanwhile, to efficiently utilize potentials for the extracted multi- MLDFs, an integrated recognition system is developed, where multi-classifiers first conduct the corresponding coarse classification, then a decision fusion scheme by associating different priorities with each of the classifiers makes the final recognition. Our experiments showed this technique achieves superior performance to popular methods such as PCA/Eigenface, HMM, wavelet features, and neural networks, etc.

Citation Download Citation

Baoming Hong, Chi Hau Chen, and Songmei Tang "Multiscale local discriminatory feature representations for automatic face recognition", Proc. SPIE 4550, Image Extraction, Segmentation, and Recognition, (21 September 2001); https://doi.org/10.1117/12.441440

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KEYWORDS

Wavelets

Databases

Facial recognition systems

Feature extraction

System integration

Image classification

Unattended ground sensors

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