| Paper Abstract and Keywords |
| Presentation |
2017-10-06 08:30
Neural network-based estimation of degree of feeling that natural objects appear in photographic images
Manami Sasaki, Koji Iwano (Tokyo City Univ.) |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Recently, it is expected that the systems for automatically adding the suitable music to a target image will be developed. Toward realizing the systems, we propose a method to estimate the degree of feeling that natural objects appear in the target (photographic) images. The method uses neural network-based frameworks, and the network is trained by approximately 900 images. Evaluations were conducted by a task which classifies the impression of input images as “natural” or “artificial”. The best classification rate of 76.5% is observed when using “shape information (Bag-of-Keypoints)”, “the number of object candidates”, and “the number and area of detected face regions” as input features. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Natural objects / Image impression estimation / Photographic image / Neural network / / / / |
| Reference Info. |
ITE Tech. Rep., vol. 41, no. 33, ME2017-109, pp. 75-80, Oct. 2017. |
| Paper # |
ME2017-109 |
| Date of Issue |
2017-09-29 (ME, AIT) |
| ISSN |
Print edition: ISSN 1342-6893 Online edition: ISSN 2424-1970 |
| Download PDF |
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| Conference Information |
| Committee |
ME AIT IEICE-IE |
| Conference Date |
2017-10-05 - 2017-10-06 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
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| Topics (in Japanese) |
(See Japanese page) |
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| Paper Information |
| Registration To |
ME |
| Conference Code |
2017-10-ME-AIT-IE |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Neural network-based estimation of degree of feeling that natural objects appear in photographic images |
| Sub Title (in English) |
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| Keyword(1) |
Natural objects |
| Keyword(2) |
Image impression estimation |
| Keyword(3) |
Photographic image |
| Keyword(4) |
Neural network |
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| 1st Author's Name |
Manami Sasaki |
| 1st Author's Affiliation |
Tokyo City University (Tokyo City Univ.) |
| 2nd Author's Name |
Koji Iwano |
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Tokyo City University (Tokyo City Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2017-10-06 08:30:00 |
| Presentation Time |
25 minutes |
| Registration for |
ME |
| Paper # |
ME2017-109, AIT2017-168 |
| Volume (vol) |
vol.41 |
| Number (no) |
no.33 |
| Page |
pp.75-80 |
| #Pages |
6 |
| Date of Issue |
2017-09-29 (ME, AIT) |