| Presentation | 2014/2/6 Background Modeling using Exponentially Weighted Histogram Tsubasa MINEMATSU, Masaki IGARASHI, 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) | In this paper, we propose a nonparametric background modeling for background subtraction using exponentially weighted histograms. Our background model is constructed by using exponentially increasing weights. We express our model by using recurrence formula. In our model, recently observed pixels have a bigger influence on the background model than older ones. The proposed model need not hold past pixel values in order to remove an old value from the model for updating. We confirmed that the proposed method is processed in real time experimentally and the accuracy of the background subtraction using our background model is comparable to that of conventional methods. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Background subtraction / Background model / Kernel density estimation / Weighted histogram |
| Paper # | CNR2013-50,PRMU2013-142 |
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| Conference Information | |
| Committee | CNR |
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| Conference Date | 2014/2/6(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 | Cloud Network Robotics (CNR) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Background Modeling using Exponentially Weighted Histogram |
| Sub Title (in English) | |
| Keyword(1) | Background subtraction |
| Keyword(2) | Background model |
| Keyword(3) | Kernel density estimation |
| Keyword(4) | Weighted histogram |
| 1st Author's Name | Tsubasa MINEMATSU |
| 1st Author's Affiliation | School of Engineering, Kyushu University() |
| 2nd Author's Name | Masaki IGARASHI |
| 2nd Author's Affiliation | Graduate Faculty of Information Science and Electrical Engineering, Kyushu University |
| 3rd Author's Name | Atsushi SHIMADA |
| 3rd Author's Affiliation | Faculty of Arts and Science, Kyushu University |
| 4th Author's Name | Hajime NAGAHARA |
| 4th Author's Affiliation | Graduate Faculty of Information Science and Electrical Engineering, Kyushu University |
| 5th Author's Name | Rin-ichiro TANIGUCHI |
| 5th Author's Affiliation | Graduate Faculty of Information Science and Electrical Engineering, Kyushu University |
| Date | 2014/2/6 |
| Paper # | CNR2013-50,PRMU2013-142 |
| Volume (vol) | vol.113 |
| Number (no) | 432 |
| Page | pp.pp.- |
| #Pages | 2 |
| Date of Issue | |