| Presentation | 2020-03-16 Assessing robustness of deep learning methods in dermoscopic workflow Sourav Mishra, Hideaki Imaizumi, Toshihiko Yamasaki, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Our paper aims to evaluate current deep learning methods for clinical workflow in the domain of dermatology. Although deep learning methods have been successful in many cases, it has not been rigorously tested for common clinical complaints. Most projects involve data acquired in well-controlled laboratory conditions which may not reflect regular clinical evaluation. We test the robustness of deep learning methods by simulating non-ideal characteristics on user submitted images of ten classes of diseases. Assessing via imitated conditions, we have found the overall accuracy to drop and individual predictions change significantly in many cases despite of robust training. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Deep LearningDermatologyRobustness |
| Paper # | PRMU2019-79 |
| Date of Issue | 2020-03-09 (PRMU) |
| Conference Information | |
| Committee | PRMU / IPSJ-CVIM |
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| Conference Date | 2020/3/16(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Yoichi Sato(Univ. of Tokyo) |
| Vice Chair | Toru Tamaki(Hiroshima Univ.) / Akisato Kimura(NTT) |
| Secretary | Toru Tamaki(NTT) / Akisato Kimura(OMRON SINICX) |
| Assistant | Yusuke Uchida(DeNA) / Takayoshi Yamashita(Chubu Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Pattern Recognition and Media Understanding / Special Interest Group on Computer Vision and Image Media |
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| Language | ENG |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Assessing robustness of deep learning methods in dermoscopic workflow |
| Sub Title (in English) | |
| Keyword(1) | Deep LearningDermatologyRobustness |
| 1st Author's Name | Sourav Mishra |
| 1st Author's Affiliation | The University of Tokyo(Univ. of Tokyo) |
| 2nd Author's Name | Hideaki Imaizumi |
| 2nd Author's Affiliation | exMedio Inc.(exMedio) |
| 3rd Author's Name | Toshihiko Yamasaki |
| 3rd Author's Affiliation | The University of Tokyo(Univ. of Tokyo) |
| Date | 2020-03-16 |
| Paper # | PRMU2019-79 |
| Volume (vol) | vol.119 |
| Number (no) | PRMU-481 |
| Page | pp.pp.77-78(PRMU), |
| #Pages | 2 |
| Date of Issue | 2020-03-09 (PRMU) |