| Presentation | 2007-03-16 Generation of Holographic Movies with Frame Interpolation using Coherent Neural Networks : Error-reduction using a Hybrid Learning Method Chor Shen TAY, Ken TANIZAWA, Akira HIROSE, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Computer Generated Holograms (CGH) are commonly used in optical tweezers which are employed in many different research fields. Frame interpolation using coherent neural networks (CNN) based on correlation learning can be used to generate holographic movies efficiently. However, the error that appears in the interpolated CGH images need to be reduced even further so that the method with frame interpolation can be accepted for use generally. In this paper, we propose a new hybrid CNN learning method that is able to generate the movies almost just, as efficiently and yet reduces even more error that is present in the generated holographic images as compared to the method based solely on correlation learning. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Computer Generated Holograms (CGH) / Coherent Neural Networks (CNN) / optical tweezers / frame interpolation / error-reduction / hybrid learning method |
| Paper # | NC2006-210 |
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| Conference Information | |
| Committee | NC |
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| Conference Date | 2007/3/9(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
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| Paper Information | |
| Registration To | Neurocomputing (NC) |
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| Language | ENG |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Generation of Holographic Movies with Frame Interpolation using Coherent Neural Networks : Error-reduction using a Hybrid Learning Method |
| Sub Title (in English) | |
| Keyword(1) | Computer Generated Holograms (CGH) |
| Keyword(2) | Coherent Neural Networks (CNN) |
| Keyword(3) | optical tweezers |
| Keyword(4) | frame interpolation |
| Keyword(5) | error-reduction |
| Keyword(6) | hybrid learning method |
| 1st Author's Name | Chor Shen TAY |
| 1st Author's Affiliation | Department of Electronic Engineering, The University of Tokyo() |
| 2nd Author's Name | Ken TANIZAWA |
| 2nd Author's Affiliation | Department of Electronic Engineering, The University of Tokyo |
| 3rd Author's Name | Akira HIROSE |
| 3rd Author's Affiliation | Department of Electronic Engineering, The University of Tokyo |
| Date | 2007-03-16 |
| Paper # | NC2006-210 |
| Volume (vol) | vol.106 |
| Number (no) | 590 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |