Presentation | 2012-01-19 Web-based CAD server for clinical use, evaluation, and incremental learning : Incremental learning of CAD software based on multicenter trial in teleradiology environment Yukihiro NOMURA, Yoshitaka MASUTANI, Naoto HAYASHI, Soichiro MIKI, Mitsutaka NEMOTO, Shouhei HANAOKA, Takeharu YOSHIKAWA, Kuni OHTOMO, |
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Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | We have been building a web-based CAD server (CIRCUS CS) that enables radiologists to use CAD software and to give feedback in clinical environment. Collected feedback data enable us to improve performance of CAD software by incremental learning. The incremental learning in the clinical environment can play a key role in performance improvement when the modality data differ among hospitals or the modality is updated. In this short report, we investigated an incremental learning of CAD software based on multicenter trial in teleradiology environment. The simulation studies show that the performance indices were improved depending on the number of both additional TP cases and additional FP cases. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | computer assisted detection (CAD) / web-based CAD server / incremental learning / on-line learning / teleradiology environment |
Paper # | MI2011-81 |
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Conference Information | |
Committee | MI |
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Conference Date | 2012/1/12(1days) |
Place (in Japanese) | (See Japanese page) |
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Topics (in Japanese) | (See Japanese page) |
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Paper Information | |
Registration To | Medical Imaging (MI) |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | Web-based CAD server for clinical use, evaluation, and incremental learning : Incremental learning of CAD software based on multicenter trial in teleradiology environment |
Sub Title (in English) | |
Keyword(1) | computer assisted detection (CAD) |
Keyword(2) | web-based CAD server |
Keyword(3) | incremental learning |
Keyword(4) | on-line learning |
Keyword(5) | teleradiology environment |
1st Author's Name | Yukihiro NOMURA |
1st Author's Affiliation | Dept. of Radiology, The Univ. of Tokyo Hospital() |
2nd Author's Name | Yoshitaka MASUTANI |
2nd Author's Affiliation | Dept. of Radiology, The Univ. of Tokyo Hospital:Div. of Radiology and Biomedical Engineering, Graduate School of Medicine, The Univ. of Tokyo |
3rd Author's Name | Naoto HAYASHI |
3rd Author's Affiliation | Div. of Radiology and Biomedical Engineering, Graduate School of Medicine, The Univ. of Tokyo |
4th Author's Name | Soichiro MIKI |
4th Author's Affiliation | Div. of Radiology and Biomedical Engineering, Graduate School of Medicine, The Univ. of Tokyo |
5th Author's Name | Mitsutaka NEMOTO |
5th Author's Affiliation | Dept. of Radiology, The Univ. of Tokyo Hospital |
6th Author's Name | Shouhei HANAOKA |
6th Author's Affiliation | Dept. of Radiology, The Univ. of Tokyo Hospital |
7th Author's Name | Takeharu YOSHIKAWA |
7th Author's Affiliation | Dept. of Computational Diagnostic Radiology and Preventive Medicine, 22nd Century Medical and Research Center, The Univ. of Tokyo Hospital |
8th Author's Name | Kuni OHTOMO |
8th Author's Affiliation | Dept. of Radiology, The Univ. of Tokyo Hospital:Div. of Radiology and Biomedical Engineering, Graduate School of Medicine, The Univ. of Tokyo |
Date | 2012-01-19 |
Paper # | MI2011-81 |
Volume (vol) | vol.111 |
Number (no) | 389 |
Page | pp.pp.- |
#Pages | 6 |
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