| Presentation | 2017-10-05 Classification of Man-Made Objects and Natural Objects in Natural Images based on ICA Tatsuya Homma, Yukinori Suzuki, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Classification of man-made objects and natural objects in natural images is essential in image recognition. We computed bases of an independent component analysis (ICA) from both images of man-made objects and those of natural objects. The weights to recover an image from those bases were simultaneously computed. Blocks of pixels of images were classified into man-made objects or natural objects based on kurtosis of these weights. A color image to classified was converted to a gray scale image. The effective methods for gray scale conversion were examined. The performance of the developed algorithm was evaluated by comparing it with those in a previous study. The developed algorithm showed higher F-measures than those of the previous algorithm for all conversion. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | weights / kurtosis / morphology / gray scale / ICA |
| Paper # | IE2017-52 |
| Date of Issue | 2017-09-28 (IE) |
| Conference Information | |
| Committee | IE / ITE-ME / ITE-AIT |
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| Conference Date | 2017/10/5(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Takayuki Hamamoto(Tokyo Univ. of Science) / Miki Haseyama(Hokkaido Univ.) / Nobuhiko Mukai(Tokyo Cisy Univ.) |
| Vice Chair | Kazuya Kodama(NII) / Hideaki Kimata(NTT) |
| Secretary | Kazuya Kodama(Nagoya Univ.) / Hideaki Kimata(KDDI Research) |
| Assistant | Yasutaka Matsuo(NHK) / Kazuya Hayase(NTT) |
| Paper Information | |
| Registration To | Technical Committee on Image Engineering / Technical Group on Media Engineering / Technical Group on Artistic Image Technology |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Classification of Man-Made Objects and Natural Objects in Natural Images based on ICA |
| Sub Title (in English) | |
| Keyword(1) | weights |
| Keyword(2) | kurtosis |
| Keyword(3) | morphology |
| Keyword(4) | gray scale |
| Keyword(5) | ICA |
| 1st Author's Name | Tatsuya Homma |
| 1st Author's Affiliation | Muroran Institute of Technorogy(Muroran-IT) |
| 2nd Author's Name | Yukinori Suzuki |
| 2nd Author's Affiliation | Muroran Institute of Technorogy(Muroran-IT) |
| Date | 2017-10-05 |
| Paper # | IE2017-52 |
| Volume (vol) | vol.117 |
| Number (no) | IE-228 |
| Page | pp.pp.31-36(IE), |
| #Pages | 6 |
| Date of Issue | 2017-09-28 (IE) |