| Presentation | 2010-06-10 GPU Implementation of CoHOG-based Pedestrian Detection Hiroki SUGANO, Ryusuke MIYAMOTO, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Pedestrian detection from visual images, which is used by driver assistance or video surveillance, is a recent challenging problem. Co-occurrence histograms of oriented gradients (CoHOG) is a powerful feature descriptor for pedestrian detection and achieves the highest detection accuracy. However, its calculation cost is too large to calculate the CoHOG feature descriptor in real-time on state-of-the-art processors. In this paper, we focus on NVIDIA GPUs and propose optimized implementation of CoHOG-based pedestrian detection on them. Our proposed implementation does not depend on the number of processors in the GPU and has large scalability. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | CoHOG-based pedestrian detection / NVIDIA GPU / Parallel implementation / Real-time processing |
| Paper # | SIS2010-11 |
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| Conference Information | |
| Committee | SIS |
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| Conference Date | 2010/6/3(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
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| Paper Information | |
| Registration To | Smart Info-Media Systems (SIS) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | GPU Implementation of CoHOG-based Pedestrian Detection |
| Sub Title (in English) | |
| Keyword(1) | CoHOG-based pedestrian detection |
| Keyword(2) | NVIDIA GPU |
| Keyword(3) | Parallel implementation |
| Keyword(4) | Real-time processing |
| 1st Author's Name | Hiroki SUGANO |
| 1st Author's Affiliation | Dept. of Information Systems, Graduate School of Information Science, Nara Institute of Science and Technology() |
| 2nd Author's Name | Ryusuke MIYAMOTO |
| 2nd Author's Affiliation | Dept. of Information Systems, Graduate School of Information Science, Nara Institute of Science and Technology |
| Date | 2010-06-10 |
| Paper # | SIS2010-11 |
| Volume (vol) | vol.110 |
| Number (no) | 74 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |