| Presentation | 2022-03-03 A Study on Automatic Segmentation Method for Plant Specimen Images Using U-Net Depeng Zhang, Yasuhiko Higaki, Yasuo Sugai, |
|---|---|
| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | the image processing required to digitize images of plant specimens. Digitized images of plant specimens are very diverse and contain visual noise and undisclosed information. As a pre-processing step for downstream deep learning applications, systematic removal of noise and segmentation of plant bodies is required. In this study, we developed a workflow that uses deep learning to segment and remove background from plant bodies in plant specimen images. A combination of automatic and manual tools was used to generate ground truth masks, train U-Net, and automatically segment the specimen images with good results. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Plant specimen image / Deep learning / Automatic segmentation / U-Net |
| Paper # | LOIS2021-47 |
| Date of Issue | 2022-02-24 (LOIS) |
| Conference Information | |
| Committee | LOIS |
|---|---|
| Conference Date | 2022/3/3(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Online |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Toru Kobayashi(Nagasaki Univ.) |
| Vice Chair | Hiroyuki Toda(NTT) |
| Secretary | Hiroyuki Toda(Nagasaki Univ.) |
| Assistant | Kazuki Fukae(Nagasaki Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Life Intelligence and Office Information Systems |
|---|---|
| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | A Study on Automatic Segmentation Method for Plant Specimen Images Using U-Net |
| Sub Title (in English) | |
| Keyword(1) | Plant specimen image |
| Keyword(2) | Deep learning |
| Keyword(3) | Automatic segmentation |
| Keyword(4) | U-Net |
| 1st Author's Name | Depeng Zhang |
| 1st Author's Affiliation | Chiba University(Chiba Univ.) |
| 2nd Author's Name | Yasuhiko Higaki |
| 2nd Author's Affiliation | Chiba University(Chiba Univ.) |
| 3rd Author's Name | Yasuo Sugai |
| 3rd Author's Affiliation | Chiba University(Chiba Univ.) |
| Date | 2022-03-03 |
| Paper # | LOIS2021-47 |
| Volume (vol) | vol.121 |
| Number (no) | LOIS-401 |
| Page | pp.pp.45-50(LOIS), |
| #Pages | 6 |
| Date of Issue | 2022-02-24 (LOIS) |