| Paper Abstract and Keywords |
| Presentation |
2026-05-14 14:35
Development of a wildlife detection camera system using SpeciesNet based on the river monitoring camera system "KumaCam" and its initial evaluation Takuma Satoh, Ichiro Iimura (PUK) ICTSSL2026-2 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
As climate change intensifies natural disasters, flooding caused by linear precipitation systems and localized torrential rains has become increasingly frequent across Japan. The authors developed and deployed a river monitoring camera system called ``KumaCam'' However, its effective use by residents was found to be limited to the rainy season, revealing a lack of year-round continuous utilization. To address this issue, we developed a prototype ``Wildlife Detection Camera System'' that leverages Google's wildlife identification AI, ``SpeciesNet'' enabling notifications to be sent to residents' smartphones when pest animals are detected, thereby promoting the use of KumaCam beyond the rainy season. We conducted an initial evaluation of the prototype's implementation. As a result, the prototype successfully detected and identified five animal species over an approximately 30-day deployment period, achieved a false classification rate of only about 1.26% when images were transmitted to the cloud for inference, and delivered images containing confirmed animal presence in all but one notification. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
KumaCam / network camera / SpeciesNet / wildlife damage control / IoT / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 126, no. 17, ICTSSL2026-2, pp. 2-7, May 2026. |
| Paper # |
ICTSSL2026-2 |
| Date of Issue |
2026-05-07 (ICTSSL) |
| ISSN |
Online edition: ISSN 2432-6380 |
Copyright and reproduction |
All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034) |
| Download PDF |
ICTSSL2026-2 |
| Conference Information |
| Committee |
ICTSSL |
| Conference Date |
2026-05-14 - 2026-05-15 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Ritsumeikan University, Osaka Ibaraki Campus |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
|
| Paper Information |
| Registration To |
ICTSSL |
| Conference Code |
2026-05-ICTSSL |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Development of a wildlife detection camera system using SpeciesNet based on the river monitoring camera system "KumaCam" and its initial evaluation |
| Sub Title (in English) |
|
| Keyword(1) |
KumaCam |
| Keyword(2) |
network camera |
| Keyword(3) |
SpeciesNet |
| Keyword(4) |
wildlife damage control |
| Keyword(5) |
IoT |
| Keyword(6) |
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| Keyword(7) |
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| Keyword(8) |
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| 1st Author's Name |
Takuma Satoh |
| 1st Author's Affiliation |
Prefectural University of Kumamoto (PUK) |
| 2nd Author's Name |
Ichiro Iimura |
| 2nd Author's Affiliation |
Prefectural University of Kumamoto (PUK) |
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| Speaker |
Author-1 |
| Date Time |
2026-05-14 14:35:00 |
| Presentation Time |
25 minutes |
| Registration for |
ICTSSL |
| Paper # |
ICTSSL2026-2 |
| Volume (vol) |
vol.126 |
| Number (no) |
no.17 |
| Page |
pp.2-7 |
| #Pages |
6 |
| Date of Issue |
2026-05-07 (ICTSSL) |