| Presentation | 2019-03-05 Detecting the Number of Compartments Using Convolutional Neural Network Takayuki Koga, Yuta Takahashi, Shuntaro Okazaki, Rieko Osu, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | n this study, we examined the compartment counting ability of Convolutional Neural Network (CNN) using images that are controlled for their features (i.e. brightness, shape, and the number of lines that divided compartments). We trained the CNN by images with limited features and tested its generalizability by images that are different from training data in the shape combination and shape itself. Consequently, the CNN achieved approximately 56% accuracy in the generalization test. This result indicated that the CNN learned to count the division of compartments without identifying the shape of the compartments. Our findings suggested that although the acquired counting ability in the CNN is still imperfect it may not be so far from the concept of number in human. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Neural Network / Concept Acquisition / Counting |
| Paper # | NC2018-74 |
| Date of Issue | 2019-02-25 (NC) |
| Conference Information | |
| Committee | NC / MBE |
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| Conference Date | 2019/3/4(3days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | University of Electro Communications |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Yutaka Hirata(Chubu Univ.) / Masaki Kyoso(TCU) |
| Vice Chair | Hayaru Shouno(UEC) / Taishin Nomura(Osaka Univ.) |
| Secretary | Hayaru Shouno(Nagoya Univ.) / Taishin Nomura(NAIST) |
| Assistant | Keiichiro Inagaki(Chubu Univ.) / Takashi Shinozaki(NICT) / Takumi Kobayashi(YNU) / Ｙａｓｕｙｕｋｉ Ｓｕｚｕｋｉ(Osaka Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Neurocomputing / Technical Committee on ME and Bio Cybernetics |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Detecting the Number of Compartments Using Convolutional Neural Network |
| Sub Title (in English) | |
| Keyword(1) | Neural Network |
| Keyword(2) | Concept Acquisition |
| Keyword(3) | Counting |
| 1st Author's Name | Takayuki Koga |
| 1st Author's Affiliation | Waseda University(Waseda Univ.) |
| 2nd Author's Name | Yuta Takahashi |
| 2nd Author's Affiliation | Waseda University(Waseda Univ.) |
| 3rd Author's Name | Shuntaro Okazaki |
| 3rd Author's Affiliation | Waseda University(Waseda Univ.) |
| 4th Author's Name | Rieko Osu |
| 4th Author's Affiliation | Waseda University(Waseda Univ.) |
| Date | 2019-03-05 |
| Paper # | NC2018-74 |
| Volume (vol) | vol.118 |
| Number (no) | NC-470 |
| Page | pp.pp.163-168(NC), |
| #Pages | 6 |
| Date of Issue | 2019-02-25 (NC) |