| Paper Abstract and Keywords |
| Presentation |
2020-02-08 14:45
Convolutional Neural Network-based bird detection and species recognition from images automatically captured in real environment
Tiankuang Li, Hiroki Kuroda, Wataru Kitamura, Koji Iwano (Tokyo City Univ.) |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Recently, "bird baths" have been installed in various places with the aim of conserving wild birds. In this research, we propose and develop a Convolutional Neural Network-based system for automatically detecting birds appearing in the installed bird baths and recognizing species of the detected birds to estimate the effectiveness of the bird baths. As for the bird detection, we propose a method combining Single Shot MultiBox Detector (SSD)-based object detection with reconfirmation process. As for the species recognition, a VGG16 network is trained and utilized. Results of experiments using images automatically captured in real environment show that the best bird detection rate is approximately 85%, and the species recognition accuracy is approximately 67%. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Convolutional Neural Network / Bird Detection / Bird Species Recognition / Bird Bath / / / / |
| Reference Info. |
ITE Tech. Rep., vol. 44, no. 4, ME2020-26, pp. 89-92, Feb. 2020. |
| Paper # |
ME2020-26 |
| Date of Issue |
2020-02-01 (ME) |
| ISSN |
Print edition: ISSN 1342-6893 Online edition: ISSN 2424-1970 |
| Download PDF |
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| Conference Information |
| Committee |
ME |
| Conference Date |
2020-02-08 - 2020-02-08 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Kanto Gakuin University |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
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| Paper Information |
| Registration To |
ME |
| Conference Code |
2020-02-ME |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Convolutional Neural Network-based bird detection and species recognition from images automatically captured in real environment |
| Sub Title (in English) |
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| Keyword(1) |
Convolutional Neural Network |
| Keyword(2) |
Bird Detection |
| Keyword(3) |
Bird Species Recognition |
| Keyword(4) |
Bird Bath |
| Keyword(5) |
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| 1st Author's Name |
Tiankuang Li |
| 1st Author's Affiliation |
Tokyo City University (Tokyo City Univ.) |
| 2nd Author's Name |
Hiroki Kuroda |
| 2nd Author's Affiliation |
Tokyo City University (Tokyo City Univ.) |
| 3rd Author's Name |
Wataru Kitamura |
| 3rd Author's Affiliation |
Tokyo City University (Tokyo City Univ.) |
| 4th Author's Name |
Koji Iwano |
| 4th Author's Affiliation |
Tokyo City University (Tokyo City Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2020-02-08 14:45:00 |
| Presentation Time |
15 minutes |
| Registration for |
ME |
| Paper # |
ME2020-26 |
| Volume (vol) |
vol.44 |
| Number (no) |
no.4 |
| Page |
pp.89-92 |
| #Pages |
4 |
| Date of Issue |
2020-02-01 (ME) |