| Paper Abstract and Keywords |
| Presentation |
2020-02-28 15:10
Unpaired Learning for Noise-free, Scale Invariant, and Interpretable Image Enhancement
Satoshi Kosugi, Toshihiko Yamasaki (Univ. of Tokyo) |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
This paper tackles unpaired image enhancement, a task of learning a mapping function which transforms input images into enhanced images in the absence of input-output image pairs. Our method is based on generative adversarial networks (GANs), but instead of simply generating images with a neural network, we enhance images utilizing image editing software to achieve noise-free, scale invariant, and interpretable image enhancement. To incorporate image editing software into a GAN, we propose a reinforcement learning framework. We apply the proposed method to photo enhancement and face beautification and demonstrate that the proposed method achieves the best performance. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
image enhancement / unpaired learning / reinforcement learning / generative adversarial network / / / / |
| Reference Info. |
ITE Tech. Rep. |
| Paper # |
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| Download PDF |
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| Conference Information |
| Committee |
HI IEICE-IE IEICE-ITS MMS ME AIT |
| Conference Date |
2020-02-27 - 2020-02-28 |
| 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 |
IEICE-IE |
| Conference Code |
2020-02-HI-IE-ITS-MMS-ME-AIT |
| Language |
English |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Unpaired Learning for Noise-free, Scale Invariant, and Interpretable Image Enhancement |
| Sub Title (in English) |
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| Keyword(1) |
image enhancement |
| Keyword(2) |
unpaired learning |
| Keyword(3) |
reinforcement learning |
| Keyword(4) |
generative adversarial network |
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| 1st Author's Name |
Satoshi Kosugi |
| 1st Author's Affiliation |
the University of Tokyo (Univ. of Tokyo) |
| 2nd Author's Name |
Toshihiko Yamasaki |
| 2nd Author's Affiliation |
the University of Tokyo (Univ. of Tokyo) |
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| Speaker |
Author-1 |
| Date Time |
2020-02-28 15:10:00 |
| Presentation Time |
15 minutes |
| Registration for |
IEICE-IE |
| Paper # |
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| Volume (vol) |
vol.44 |
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