| Presentation | 2024-03-03 Analysis of the Impact of Different Resolutions and Datasets on the Architecture Searched with PC-DARTS Kaisei Hara, Kazuki Hemmi, Masaki Onisi, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In deep learning, image resolution is crucial to improve accuracy and generalizability. However, the research on the specific impact of resolution on network architecture is insufficient. In this study, we utilize PC-DARTS, a popular method for neural architecture search, to analyze the impact of networks obtained from multiple datasets at different resolutions. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Deep Learning / AutoML / Neural Architecture Search / Image Recognition |
| Paper # | PRMU2023-57 |
| Date of Issue | 2024-02-25 (PRMU) |
| Conference Information | |
| Committee | PRMU / IBISML / IPSJ-CVIM |
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| Conference Date | 2024/3/3(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Hiroshima Univ. Higashi-Hiroshima campus |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Kunio Kashio(NTT) / Masashi Sugiyama(Univ. of Tokyo) / 日浦 慎作(兵庫県立大) |
| Vice Chair | Takuya Funatomi(NAIST) / Go Irie(Tokyo Univ. of Science) / Toshihiro Kamishima(AIST) / Koji Tsuda(Univ. of Tokyo) |
| Secretary | Takuya Funatomi(Tokyo Inst. of Tech.) / Go Irie(Riken) / Toshihiro Kamishima(NTT) / Koji Tsuda(Hokkaido Univ.) / (名大) |
| Assistant | Kei Shimonishi(Kyoto Univ.) / Kensho Hara(AIST) / Yoshinobu Kawahara(Osaka Univ.) / Taiji Suzuki(Univ.of Tokyo) |
| Paper Information | |
| Registration To | Technical Committee on Pattern Recognition and Media Understanding / Technical Committee on Information-Based Induction Sciences and Machine Learning / Special Interest Group on Computer Vision and Image Media |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Analysis of the Impact of Different Resolutions and Datasets on the Architecture Searched with PC-DARTS |
| Sub Title (in English) | |
| Keyword(1) | Deep Learning |
| Keyword(2) | AutoML |
| Keyword(3) | Neural Architecture Search |
| Keyword(4) | Image Recognition |
| 1st Author's Name | Kaisei Hara |
| 1st Author's Affiliation | Nagaoka University of Technology/Advanced Industrial Science and Technology(Nagaoka Univ. of Technology/AIST) |
| 2nd Author's Name | Kazuki Hemmi |
| 2nd Author's Affiliation | University of Tsukuba/Advanced Industrial Science and Technology(Univ. of Tsukuba/AIST) |
| 3rd Author's Name | Masaki Onisi |
| 3rd Author's Affiliation | Advanced Industrial Science and Technology/University of Tsukuba(AIST/Univ. of Tsukuba) |
| Date | 2024-03-03 |
| Paper # | PRMU2023-57 |
| Volume (vol) | vol.123 |
| Number (no) | PRMU-409 |
| Page | pp.pp.35-40(PRMU), |
| #Pages | 6 |
| Date of Issue | 2024-02-25 (PRMU) |