| Paper Abstract and Keywords |
| Presentation |
2022-03-08 13:16
Handwritten Text Detection in Manga based on Deep Learning
Zhong Weibo (TUS), Ryosuke Furuta (UTokyo), Yukinobu Taniguchi (TUS), Ryota Hinami, Shonosuke Ishiwatari (Mantra) |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
In this study, we tackle a problem of detecting bounding boxes of handwritten texts in a manga image. The detection of handwritten text positions in manga can be applied to various downstream tasks such as automatic translation and image completion. To this end, we build a new dataset with bounding box annotations of handwritten texts on Manga109 dataset, and apply an object detection method for natural images to our problem. In addition, in order to improve the detection accuracy of handwritten texts, we propose a data augmentation method that increases training data by synthesizing handwritten texts and a method that integrates the detection results using images converted into line drawings. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Manga / Object Detection / Handwritten Text / / / / / |
| Reference Info. |
ITE Tech. Rep., vol. 46, pp. 149-152, March 2022. |
| Paper # |
|
| Date of Issue |
2022-03-01 (AIT) |
| ISSN |
Print edition: ISSN 1342-6893 Online edition: ISSN 2424-1970 |
| Download PDF |
|
| Conference Information |
| Committee |
AIT IIEEJ AS CG-ARTS |
| Conference Date |
2022-03-08 - 2022-03-08 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Online |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
Expressive Japan 2022 |
| Paper Information |
| Registration To |
IIEEJ |
| Conference Code |
2022-03-AIT-IIEEJ-AS-ARTS |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Handwritten Text Detection in Manga based on Deep Learning |
| Sub Title (in English) |
|
| Keyword(1) |
Manga |
| Keyword(2) |
Object Detection |
| Keyword(3) |
Handwritten Text |
| Keyword(4) |
|
| Keyword(5) |
|
| Keyword(6) |
|
| Keyword(7) |
|
| Keyword(8) |
|
| 1st Author's Name |
Zhong Weibo |
| 1st Author's Affiliation |
Tokyo University of Science (TUS) |
| 2nd Author's Name |
Ryosuke Furuta |
| 2nd Author's Affiliation |
The University of Tokyo (UTokyo) |
| 3rd Author's Name |
Yukinobu Taniguchi |
| 3rd Author's Affiliation |
Tokyo University of Science (TUS) |
| 4th Author's Name |
Ryota Hinami |
| 4th Author's Affiliation |
Mantra Inc. (Mantra) |
| 5th Author's Name |
Shonosuke Ishiwatari |
| 5th Author's Affiliation |
Mantra Inc. (Mantra) |
| 6th Author's Name |
|
| 6th Author's Affiliation |
() |
| 7th Author's Name |
|
| 7th Author's Affiliation |
() |
| 8th Author's Name |
|
| 8th Author's Affiliation |
() |
| 9th Author's Name |
|
| 9th Author's Affiliation |
() |
| 10th Author's Name |
|
| 10th Author's Affiliation |
() |
| 11th Author's Name |
|
| 11th Author's Affiliation |
() |
| 12th Author's Name |
|
| 12th Author's Affiliation |
() |
| 13th Author's Name |
|
| 13th Author's Affiliation |
() |
| 14th Author's Name |
|
| 14th Author's Affiliation |
() |
| 15th Author's Name |
|
| 15th Author's Affiliation |
() |
| 16th Author's Name |
|
| 16th Author's Affiliation |
() |
| 17th Author's Name |
|
| 17th Author's Affiliation |
() |
| 18th Author's Name |
|
| 18th Author's Affiliation |
() |
| 19th Author's Name |
|
| 19th Author's Affiliation |
() |
| 20th Author's Name |
|
| 20th Author's Affiliation |
() |
| Speaker |
Author-1 |
| Date Time |
2022-03-08 13:16:00 |
| Presentation Time |
12 minutes |
| Registration for |
IIEEJ |
| Paper # |
AIT2022-77 |
| Volume (vol) |
vol.46 |
| Number (no) |
no.10 |
| Page |
pp.149-152 |
| #Pages |
4 |
| Date of Issue |
2022-03-01 (AIT) |