| Presentation | 2008-03-12 Coarse image region segmentation using a region-based coupled MRF model and its CMOS circuit implementation Yusuke KAWASHIMA, Daisuke ATUTI, Kazuki NAKADA, Masato OKADA, Takashi MORIE, |
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| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Coupled Markov random field (MRF) models for coarse image region segmentation are classified into boundary and region based models. In these models, hidden variables that determine the interaction between the units corresponding to image pixels are given by a line process and a label process, respectively. Although the region-based MRF models have a disadvantage that the solution is often trapped in local minima, an improved model that uses phase variables as the hidden variables was proposed. In this paper, we simplify and improve this model, and apply it to the coarse image region segmentation task. We report its performance is superior to the resistive-fuse network, which is one of the boundary-based MRF models. We also show the results of the CMOS circuit implementation designed using our merged analog/digital architecture. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | region-based coupled MRF model / boundary-based coupled MRF model / coarse image region segmentation / merged analog-digital architecture / CMOS circuit |
| Paper # | NC2007-120 |
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| Conference Information | |
| Committee | NC |
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| Conference Date | 2008/3/5(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
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| Paper Information | |
| Registration To | Neurocomputing (NC) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Coarse image region segmentation using a region-based coupled MRF model and its CMOS circuit implementation |
| Sub Title (in English) | |
| Keyword(1) | region-based coupled MRF model |
| Keyword(2) | boundary-based coupled MRF model |
| Keyword(3) | coarse image region segmentation |
| Keyword(4) | merged analog-digital architecture |
| Keyword(5) | CMOS circuit |
| 1st Author's Name | Yusuke KAWASHIMA |
| 1st Author's Affiliation | Graduate School of Life Science and Systems Engineering, Kyushu Institute of Technology() |
| 2nd Author's Name | Daisuke ATUTI |
| 2nd Author's Affiliation | Graduate School of Life Science and Systems Engineering, Kyushu Institute of Technology |
| 3rd Author's Name | Kazuki NAKADA |
| 3rd Author's Affiliation | Graduate School of Life Science and Systems Engineering, Kyushu Institute of Technology |
| 4th Author's Name | Masato OKADA |
| 4th Author's Affiliation | Graduate School of Frontier Sciences, The University of Tokyo |
| 5th Author's Name | Takashi MORIE |
| 5th Author's Affiliation | Graduate School of Life Science and Systems Engineering, Kyushu Institute of Technology |
| Date | 2008-03-12 |
| Paper # | NC2007-120 |
| Volume (vol) | vol.107 |
| Number (no) | 542 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |