Paper Abstract and Keywords |
Presentation |
2023-02-21 10:45
A Note on Multi-label Image Classification in Animation Illustration Considering Hierarchical Relationships of Attributes Ziwen Lan, Keisuke Maeda, Takahiro Ogawa, Miki Haseyama (Hokkaido Univ.) |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
This paper presents a multi-label classification of animated illustrations considering the hierarchical relationships of attributes. In animation production, since creators often intentionally highlight the subtle attributes of the characters and objects when creating anime illustrations, we focus on the task of multi-label attribute classification. To capture the relationship between attributes, we use hierarchical clustering to organize the attribute information of anime illustrations by hierarchical label assignment to form a hierarchical feature. Furthermore, we construct a graph convolutional network that can use the hierarchical feature to achieve high accuracy in multi-label attribute classification. Experimental results show the effectiveness of the proposed method. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Attribute classification / anime illustration / graph convolutional networks / hierarchical structure / / / / |
Reference Info. |
IEICE Tech. Rep. |
Paper # |
|
Date of Issue |
|
ISSN |
Online edition: ISSN 2432-6380 |
Download PDF |
|
Conference Information |
Committee |
IE ITS ITE-MMS ITE-ME ITE-AIT |
Conference Date |
2023-02-21 - 2023-02-22 |
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 |
ITE-ME |
Conference Code |
2023-02-MMS-ME-AIT-IE-ITS |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
A Note on Multi-label Image Classification in Animation Illustration Considering Hierarchical Relationships of Attributes |
Sub Title (in English) |
|
Keyword(1) |
Attribute classification |
Keyword(2) |
anime illustration |
Keyword(3) |
graph convolutional networks |
Keyword(4) |
hierarchical structure |
Keyword(5) |
|
Keyword(6) |
|
Keyword(7) |
|
Keyword(8) |
|
1st Author's Name |
Ziwen Lan |
1st Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
2nd Author's Name |
Keisuke Maeda |
2nd Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
3rd Author's Name |
Takahiro Ogawa |
3rd Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
4th Author's Name |
Miki Haseyama |
4th Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
5th Author's Name |
|
5th Author's Affiliation |
() |
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 |
2023-02-21 10:45:00 |
Presentation Time |
15 minutes |
Registration for |
ITE-ME |
Paper # |
|
Volume (vol) |
vol.122 |
Number (no) |
|
Page |
|
#Pages |
|
Date of Issue |
|