Paper Abstract and Keywords |
Presentation |
2019-07-19 15:30
A Note on User-specific Visual Attention Estimation Based on Visual and Spatial Information in Images
-- A Study on Relationship between Estimation Performance and the Similarity of Visual Features -- Yuya Moroto, Keisuke Maeda, Takahiro Ogawa, Miki Haseyama (Hokkaido Univ.) IMQ2019-3 HIP2019-31 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
This paper presents a consideration of the number of nearest neighbors in our estimation method for user-specific visual attention based on visual and spatial information in images. In order to estimate the user-specific visual attention, the proposed method calculates two kinds of saliency maps which are based on visual similarity and spatial information, respectively. The proposed method performs a fusion of these two maps and calculates the new saliency map based on these information. Then, in order to consider the visual similarity, the proposed method searches the training patches similar to each test patch obtained from the test image. The number of searched training patches is an important parameter in the proposed method. However, our previous work does not investigate the influence of the number of searched training patches. This paper investigates this influence and performs the consideration. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Eye gaze data / Visual attention estimation / Fixation map / Visual feature / Machine learning / / / |
Reference Info. |
IEICE Tech. Rep., vol. 119, no. 131, IMQ2019-3, pp. 13-16, July 2019. |
Paper # |
IMQ2019-3 |
Date of Issue |
2019-07-12 (IMQ, HIP) |
ISSN |
Print edition: ISSN 0913-5685 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 |
IMQ2019-3 HIP2019-31 |
Conference Information |
Committee |
IMQ HIP |
Conference Date |
2019-07-19 - 2019-07-19 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Satellite Campus, Sapporo City University |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
Image Media Quality and Human Information Processing |
Paper Information |
Registration To |
IMQ |
Conference Code |
2019-07-IMQ-HIP |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
A Note on User-specific Visual Attention Estimation Based on Visual and Spatial Information in Images |
Sub Title (in English) |
A Study on Relationship between Estimation Performance and the Similarity of Visual Features |
Keyword(1) |
Eye gaze data |
Keyword(2) |
Visual attention estimation |
Keyword(3) |
Fixation map |
Keyword(4) |
Visual feature |
Keyword(5) |
Machine learning |
Keyword(6) |
|
Keyword(7) |
|
Keyword(8) |
|
1st Author's Name |
Yuya Moroto |
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 |
2019-07-19 15:30:00 |
Presentation Time |
25 minutes |
Registration for |
IMQ |
Paper # |
IMQ2019-3, HIP2019-31 |
Volume (vol) |
vol.119 |
Number (no) |
no.131(IMQ), no.132(HIP) |
Page |
pp.13-16 |
#Pages |
4 |
Date of Issue |
2019-07-12 (IMQ, HIP) |
|