| Presentation | 2020-12-22 A Segmentation Algorithm Based on Capsule Network Using Attention Routing Reo Sakairi, Qiu Chen, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In recent years, in order to detect cancer cells from X-ray images, researches on segmentation using deep learning technology have been actively carried out. As a representative method, a segmentation architecture SegCaps using the capsule network has been proposed, which improves the deficiencies of the convolutional neural network (CNN). In this paper, we propose a novel segmentation algorithm that applies attention routing proven to be effective in the recognition model to SegCaps to improve accuracy. The experimental results of comparing the accuracy of the output image and mask image with the Dice coefficient and Jaccard coefficient show that the changed SegCaps value is higher and the accuracy is improved |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Capsule Network / Segmentation / SegCaps / Attention Routing |
| Paper # | HIP2020-57 |
| Date of Issue | 2020-12-15 (HIP) |
| Conference Information | |
| Committee | HIP |
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| Conference Date | 2020/12/22(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Online |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Shuichi Sakamoto(Tohoku Univ.) |
| Vice Chair | Yuji Wada(Ritsumeikan Univ.) / Sachiko Kiyokawa(Nagoya Univ.) |
| Secretary | Yuji Wada(NICT) / Sachiko Kiyokawa(NTT) |
| Assistant | Hidetoshi Kanaya(Ritsumeikan Univ.) / Yuki Yamada(Kyushu Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Human Information Processing |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | A Segmentation Algorithm Based on Capsule Network Using Attention Routing |
| Sub Title (in English) | |
| Keyword(1) | Capsule Network |
| Keyword(2) | Segmentation |
| Keyword(3) | SegCaps |
| Keyword(4) | Attention Routing |
| 1st Author's Name | Reo Sakairi |
| 1st Author's Affiliation | Kogakuin University(Kogakuin Univ.) |
| 2nd Author's Name | Qiu Chen |
| 2nd Author's Affiliation | Kogakuin University(Kogakuin Univ.) |
| Date | 2020-12-22 |
| Paper # | HIP2020-57 |
| Volume (vol) | vol.120 |
| Number (no) | HIP-306 |
| Page | pp.pp.20-24(HIP), |
| #Pages | 5 |
| Date of Issue | 2020-12-15 (HIP) |