| Presentation | 2015-12-04 Image Shrinking Based Computational Cost Reduction of Moving Area Extraction Using Global Motion Estimation with KLT Tracker and Background Subtraction Shingo Kokami, Takashi Imagawa, Hiroshi Tsutsui, Yoshikazu Miyanaga, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | This paper proposes a computational cost reduction method for moving areaextraction using global motion estimation with KLT tracker and backgroundsubtraction. The proposed method utilizes image shrinking to reduce thecomputational cost. However, the accuracy of estimated global motion mightbe degraded since the number of good feature points for tracking reduces dueto image shrinking. This degraded motion estimation increase the amount ofnoise included in background subtracted images. To alleviate this, theproposed method utilizes median filter on background subtracted binaryimages to reduce noise and also utilizes labeling to remove small regions. For the evaluation of the proposed method, we extract moving areas usingthree video sequences each of which has different camera movement. Inaddition, we analyze the accuracy of the proposed moving area extractionusing F-measure by changing parameters of the proposed method such as thesize of median filter and the threshold area size for small region removal. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Moving area detection / Background subtraction / KLT tracker / Global motion estimation |
| Paper # | SIS2015-46 |
| Date of Issue | 2015-11-26 (SIS) |
| Conference Information | |
| Committee | SIS |
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| Conference Date | 2015/12/3(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Matsuya-sensen (Awara city, Fukui) |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | SoC, Related to RFID, etc. |
| Chair | Mitsuji Muneyasu(Kansai Univ.) |
| Vice Chair | Hirokazu Tanaka(Hiroshima City Univ.) / 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 | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Image Shrinking Based Computational Cost Reduction of Moving Area Extraction Using Global Motion Estimation with KLT Tracker and Background Subtraction |
| Sub Title (in English) | |
| Keyword(1) | Moving area detection |
| Keyword(2) | Background subtraction |
| Keyword(3) | KLT tracker |
| Keyword(4) | Global motion estimation |
| 1st Author's Name | Shingo Kokami |
| 1st Author's Affiliation | Hokkaido University(Hokkaido Univ.) |
| 2nd Author's Name | Takashi Imagawa |
| 2nd Author's Affiliation | Hokkaido University(Hokkaido Univ.) |
| 3rd Author's Name | Hiroshi Tsutsui |
| 3rd Author's Affiliation | Hokkaido University(Hokkaido Univ.) |
| 4th Author's Name | Yoshikazu Miyanaga |
| 4th Author's Affiliation | Hokkaido University(Hokkaido Univ.) |
| Date | 2015-12-04 |
| Paper # | SIS2015-46 |
| Volume (vol) | vol.115 |
| Number (no) | SIS-348 |
| Page | pp.pp.95-98(SIS), |
| #Pages | 4 |
| Date of Issue | 2015-11-26 (SIS) |