| Presentation | 2003/11/13 A Method of Combing Multiple Experts for Face Detection from Cluttered Images Linlin HUANGT, Akinobu SHIMIZU, Hidefiimi KOBATAKE, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In this paper, we present a face detection approach by combining multiple experts. We use four detection experts differing in feature representation of local image: intensities, Gabor, gradient and 2D Harr wavelet. The four experts employ the same classification model, namely, a polynomial neural network (PNN) on reduced feature subspace learned by principal component analysis (PCA). The outputs of the four PNNs are fused to make the final decision of face detection. The experiments on a large number of images have resulted in significant improvements compared to the best individual expert and the state-of-art methods proposed in the literature. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Face detection / multiple expert / feature representation / polynomial neural network / principal component analysis |
| Paper # | PRMU2003-147,HIP2003-53 |
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| Conference Information | |
| Committee | HIP |
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| Conference Date | 2003/11/13(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
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| Vice Chair | |
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| Paper Information | |
| Registration To | Human Information Processing (HIP) |
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| Language | ENG |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | A Method of Combing Multiple Experts for Face Detection from Cluttered Images |
| Sub Title (in English) | |
| Keyword(1) | Face detection |
| Keyword(2) | multiple expert |
| Keyword(3) | feature representation |
| Keyword(4) | polynomial neural network |
| Keyword(5) | principal component analysis |
| 1st Author's Name | Linlin HUANGT |
| 1st Author's Affiliation | Graduate school of BASE, Tokyo university of Agri. & Tech.() |
| 2nd Author's Name | Akinobu SHIMIZU |
| 2nd Author's Affiliation | Graduate school of BASE, Tokyo university of Agri. & Tech. |
| 3rd Author's Name | Hidefiimi KOBATAKE |
| 3rd Author's Affiliation | Graduate school of BASE, Tokyo university of Agri. & Tech. |
| Date | 2003/11/13 |
| Paper # | PRMU2003-147,HIP2003-53 |
| Volume (vol) | vol.103 |
| Number (no) | 454 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |