| Presentation | 2013-02-18 Consideration of Perceptual Segmentation Algorithm for Natural Color Images Naoya ISHIKURA, Takehito TANI, Junji MAEDA, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Image segmentation is a useful preprocessing in image recognition. The purpose of this paper is to develop the perceptual segmentation algorithm of natural color images. We propose the fuzzy-based split-and-merge algorithm as segmentation method that integrates color features and texture features by using fuzzy inference. In the proposed algorithm, however, there are still the problems remaining in the handling of features and parameters. In this research, we propose an improved method to produce the favorable segmented results by incorporating SLIC and automatic determination of the parameters into the algorithm. To demonstrate the effectiveness of the proposed method, we perform the comparative experiments in comparison with the other methods using the quantitative evaluation with ground truth. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Perceptual segmentation / fuzzy-based split-and-merge algorithm / statistical geometrical features / simple linear iterative clustering / ground truth / PR Index / Dongen Index |
| Paper # | ITS2012-31,IE2012-111 |
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| Conference Information | |
| Committee | IE |
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| Conference Date | 2013/2/11(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
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| Paper Information | |
| Registration To | Image Engineering (IE) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Consideration of Perceptual Segmentation Algorithm for Natural Color Images |
| Sub Title (in English) | |
| Keyword(1) | Perceptual segmentation |
| Keyword(2) | fuzzy-based split-and-merge algorithm |
| Keyword(3) | statistical geometrical features |
| Keyword(4) | simple linear iterative clustering |
| Keyword(5) | ground truth |
| Keyword(6) | PR Index |
| Keyword(7) | Dongen Index |
| 1st Author's Name | Naoya ISHIKURA |
| 1st Author's Affiliation | Division of Information and Electronic Engineering, Graduate School of Engineering, Muroran Institute of Technology() |
| 2nd Author's Name | Takehito TANI |
| 2nd Author's Affiliation | Division of Information and Electronic Engineering, Graduate School of Engineering, Muroran Institute of Technology |
| 3rd Author's Name | Junji MAEDA |
| 3rd Author's Affiliation | Division of Information and Electronic Engineering, Graduate School of Engineering, Muroran Institute of Technology |
| Date | 2013-02-18 |
| Paper # | ITS2012-31,IE2012-111 |
| Volume (vol) | vol.112 |
| Number (no) | 434 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |