| Paper Abstract and Keywords |
| Presentation |
2018-02-16 10:15
Forked Object Detector for Manga Objects
Toru Ogawa, Toshihiko Yamasaki, Kiyoharu Aizawa (UT) |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Comics play an important role in both the entertainment and the cultural heritage. With the growth of digitized comics, image understanding techniques are becoming important. In this paper, we focus on object detection, which is a fundamental task of image understanding. Although convolutional neural networks (CNN)-based methods archived good performance in object detection for naturalistic images, there is a problem in applying these methods to the comic object detection task. The problem is that the objects in comics are highly overlapped compared to naturalistic images. This overlap causes the assignment problem in the existing CNN-based methods. To solve this problem, we proposed a new CNN-based detector, SSD300-fork. We compared SSD300-fork with other detection methods and confirmed that our model outperformed them based on the mAP score. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
comics / object detection / / / / / / |
| Reference Info. |
ITE Tech. Rep., vol. 42, no. 4, ME2018-30, pp. 293-298, Feb. 2018. |
| Paper # |
ME2018-30 |
| Date of Issue |
2018-02-08 (MMS, HI, ME, AIT) |
| ISSN |
Print edition: ISSN 1342-6893 Online edition: ISSN 2424-1970 |
| Download PDF |
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| Conference Information |
| Committee |
IEICE-ITS IEICE-IE MMS HI ME AIT |
| Conference Date |
2018-02-15 - 2018-02-16 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Hokkaido Univ. |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
Image Processing, etc. |
| Paper Information |
| Registration To |
ME |
| Conference Code |
2018-02-ITS-IE-MMS-HI-ME-AIT |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Forked Object Detector for Manga Objects |
| Sub Title (in English) |
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comics |
| Keyword(2) |
object detection |
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| 1st Author's Name |
Toru Ogawa |
| 1st Author's Affiliation |
The University of Tokyo (UT) |
| 2nd Author's Name |
Toshihiko Yamasaki |
| 2nd Author's Affiliation |
The University of Tokyo (UT) |
| 3rd Author's Name |
Kiyoharu Aizawa |
| 3rd Author's Affiliation |
The University of Tokyo (UT) |
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| Speaker |
Author-1 |
| Date Time |
2018-02-16 10:15:00 |
| Presentation Time |
15 minutes |
| Registration for |
ME |
| Paper # |
MMS2018-30, HI2018-30, ME2018-30, AIT2018-30 |
| Volume (vol) |
vol.42 |
| Number (no) |
no.4 |
| Page |
pp.293-298 |
| #Pages |
6 |
| Date of Issue |
2018-02-08 (MMS, HI, ME, AIT) |
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