| Presentation | 2020-07-16 A Study on Trainable ISTA using Auto Encoder as Shrinkage Function for Image Recovery Kento Yokoyama, Satoshi Takabe, Tadashi Wadayama, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | ISTA (Iterative Shrinkage-Thresholding Algorithm) is one of the basic algorithms used in compressed sensing to estimate sparse signals from observed signals. Recently, techniques such as Trainable ISTA that combine deep learning with compressed sensing algorithms have achieved high signal recovery performance. In this paper, we propose the DAE-ISTA that uses a DAE (Denoising AutoEncoder) with pre-trained image features as the shrinkage function of ISTA for image recovery. Numerical simulations based on real data have revealed that DAE-ISTA improves the image recovery performance compared with an existing method. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | DAE / ISTA / compressed sensing / deep learning |
| Paper # | IT2020-13 |
| Date of Issue | 2020-07-09 (IT) |
| Conference Information | |
| Committee | IT |
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| Conference Date | 2020/7/16(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Online |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Freshman session, General |
| Chair | Tadashi Wadayama(Nagoya Inst. of Tech.) |
| Vice Chair | Tetsuya Kojima(Tokyo Kosen) |
| Secretary | Tetsuya Kojima(Yamaguchi Univ.) |
| Assistant | Takahiro Ohta(Senshu Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Information Theory |
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| Language | JPN-ONLY |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | A Study on Trainable ISTA using Auto Encoder as Shrinkage Function for Image Recovery |
| Sub Title (in English) | |
| Keyword(1) | DAE |
| Keyword(2) | ISTA |
| Keyword(3) | compressed sensing |
| Keyword(4) | deep learning |
| 1st Author's Name | Kento Yokoyama |
| 1st Author's Affiliation | Nagoya Institute of Technology(NIT) |
| 2nd Author's Name | Satoshi Takabe |
| 2nd Author's Affiliation | Nagoya Institute of Technology(NIT) |
| 3rd Author's Name | Tadashi Wadayama |
| 3rd Author's Affiliation | Nagoya Institute of Technology(NIT) |
| Date | 2020-07-16 |
| Paper # | IT2020-13 |
| Volume (vol) | vol.120 |
| Number (no) | IT-105 |
| Page | pp.pp.13-18(IT), |
| #Pages | 6 |
| Date of Issue | 2020-07-09 (IT) |