| Presentation | 2011-02-18 Probabilistic Background Texture Modeling for Object Detection Satoshi YOSHINAGA, Atsushi SHIMADA, Hajime NAGAHARA, Rin-ichiro TANIGUCHI, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | We propose a new method of background modeling, which is considering the background texture, to detect objects. Many background models have been previously proposed, and they are divided into two types : "pixel-based models" which model stochastic changes in the value of each pixel and "spatial-based models" which model a local texture around each pixel. Pixel-based models cannot adapt to sudden change of pixel value caused by sudden illumination change and so on. On the contrary, spatial-based models cannot deal with texture changes such as a movement of clouds, trees, etc. To solve these problems, we propose a new probabilistic background model using local futures based on textures of the background. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Adaptive background model / Background Subtraction / Illumination change / Gaussian Mixture Model / Radial Reach Filter |
| Paper # | PRMU2010-232 |
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| Conference Information | |
| Committee | PRMU |
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| Conference Date | 2011/2/10(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
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| Paper Information | |
| Registration To | Pattern Recognition and Media Understanding (PRMU) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Probabilistic Background Texture Modeling for Object Detection |
| Sub Title (in English) | |
| Keyword(1) | Adaptive background model |
| Keyword(2) | Background Subtraction |
| Keyword(3) | Illumination change |
| Keyword(4) | Gaussian Mixture Model |
| Keyword(5) | Radial Reach Filter |
| 1st Author's Name | Satoshi YOSHINAGA |
| 1st Author's Affiliation | Department of Advanced Information Technology, Kyushu University() |
| 2nd Author's Name | Atsushi SHIMADA |
| 2nd Author's Affiliation | Department of Advanced Information Technology, Kyushu University |
| 3rd Author's Name | Hajime NAGAHARA |
| 3rd Author's Affiliation | Department of Advanced Information Technology, Kyushu University |
| 4th Author's Name | Rin-ichiro TANIGUCHI |
| 4th Author's Affiliation | Department of Advanced Information Technology, Kyushu University |
| Date | 2011-02-18 |
| Paper # | PRMU2010-232 |
| Volume (vol) | vol.110 |
| Number (no) | 414 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |