| Presentation | 2015-06-08 Hardware Architecture of Generic Soft Cascaded Linear SVM Classifier Eric Aliwarga, Jaehoon Yu, Masahide Hatanaka, Takao Onoye, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Support Vector Machine is renowned as a powerful machine learning algorithm for many classification problems. However, among all the works proposed for SVM hardware implementation, a lot of them are designed solely for specific purpose. This paper presents an SVM hardware architecture capable of classifying input data with arbitrary vector dimensionality and arbitrary precision, resulting in a generic support vector machine capable of classifying various targets. The proposed architecture also employs a speed-up method called soft cascade algorithm to enhance its performance. The results show that for CoHOG pedestrian detection, the proposed hardware architecture may classify up to 77 VGA images per second even under the condition that the architecture is not designed specifically for the mentioned purpose. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | support vector machinesoft cascadehardware architecture |
| Paper # | SIS2015-6 |
| Date of Issue | 2015-06-01 (SIS) |
| Conference Information | |
| Committee | SIS |
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| Conference Date | 2015/6/8(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Arkas SASEBO |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Smart Personal Systems, etc. |
| Chair | Mitsuji Muneyasu(Kansai Univ.) |
| Vice Chair | Hirokazu Tanaka(Toshiba) / Takayuki Nakachi(NTT) |
| Secretary | Hirokazu Tanaka(Nagoya City Univ.) / Takayuki Nakachi(Toshiba) |
| Assistant | Hiroyuki Tsuji(Kanagawa Inst. of Tech.) / Hakaru Tamukoh(Kyushu Inst. of Tech.) |
| Paper Information | |
| Registration To | Technical Committee on Smart Info-Media System |
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| Language | ENG |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Hardware Architecture of Generic Soft Cascaded Linear SVM Classifier |
| Sub Title (in English) | |
| Keyword(1) | support vector machinesoft cascadehardware architecture |
| 1st Author's Name | Eric Aliwarga |
| 1st Author's Affiliation | Osaka University(Osaka Univ.) |
| 2nd Author's Name | Jaehoon Yu |
| 2nd Author's Affiliation | Osaka University(Osaka Univ.) |
| 3rd Author's Name | Masahide Hatanaka |
| 3rd Author's Affiliation | Osaka University(Osaka Univ.) |
| 4th Author's Name | Takao Onoye |
| 4th Author's Affiliation | Osaka University(Osaka Univ.) |
| Date | 2015-06-08 |
| Paper # | SIS2015-6 |
| Volume (vol) | vol.115 |
| Number (no) | SIS-75 |
| Page | pp.pp.29-34(SIS), |
| #Pages | 6 |
| Date of Issue | 2015-06-01 (SIS) |