研究者詳細 - 髙林　正典

論文 - 髙林　正典

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Self-referential holography meets AI technologies 招待有り査読有り国際誌

Masanori Takabayashi

Technical Digest - 14th International Conference on Optics-photonics Design & Fabrication (ODF'24) 2024年07月

Numerical Analysis on Contributions of Individual Layers in Self-Referential Holographic Deep Neural Network 査読有り国際誌

Taichi Takatsu, Rio Tomioka, Masanori Takabayashi

Technical Digest - 14th International Conference on Optics-photonics Design & Fabrication (ODF'24) 2024年07月

Numerical Simulations on Image Recognition by Self-Referential Holographic Deep Neural Network with Electronic Output Layer 査読有り国際誌

Rio Tomioka, Taichi Takatsu, Masanori Takabayashi

Technical Digest - 14th International Conference on Optics-photonics Design & Fabrication (ODF'24) 2024年07月

自己参照型ホログラフィの原理を用いた光電子深層ニューラルネットワークハードウェア招待有り査読有り

高林正典，冨岡莉生

フォトニクスニュース ( 応用物理学会フォトニクス分科会 ) 9 ( 3 ) 147 - 151 2024年03月

Numerical Simulation on Wavefront Transformation using Self-referential Holographic Deep Neural Network 査読有り国際誌

Rio Tomioka, Taichi Takatsu, Masanori Takabayashi

Program and Abstracts - The 5th International Symposium on Neuromorphic AI Hardware 2024年03月

Efficient Training Method using Transmission Matrix for Optoelectronic Deep Neural Network 査読有り国際誌

Taichi Takatsu, Rio Tomioka, Masanori Takabayashi

Program and Abstracts - The 5th International Symposium on Neuromorphic AI Hardware 2024年03月

Deep learning-based design of additional patterns in self-referential holographic data storage 査読有り国際誌

Chijiwa K., Takabayashi M.

Optical Review 31 ( 1 ) 28 - 40 2024年02月

担当区分：最終著者,　責任著者記述言語：英語掲載種別：研究論文（学術雑誌）

Self-referential holographic data storage (SR-HDS), which has been proposed as a novel implementation method for holographic data storage (HDS), enables holographic recording without a reference beam. In addition to the signal pattern (SP) to be recorded, an additional pattern (AP) that affects the reconstruction quality is used in SR-HDS. One of the methods for obtaining a designed AP that contributes to high-quality reconstruction involves utilizing local search algorithms, such as the hill climbing (HC) method. However, designing an AP using this method typically requires a significant amount of time. In this study, we proposed a new AP-designing method that uses a deep neural network. By training a network with pairs of SP and designed AP based on a local search algorithm, a designed AP that improves the reconstruction quality of an arbitrary SP can be instantly obtained. APs designed using the deep learning-based method improved the reconstruction quality of SPs to the same level as those designed using the method based on local search algorithm, whereas the time required to obtain one designed AP was reduced by three or four orders of magnitude.

DOI： 10.1007/s10043-023-00856-2

Scopus

その他リンク： https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85180227764&origin=inward

Optical neural network hardware using self-referential holography 招待有り査読有り国際誌

Masanori Takabayashi, Rio Tomioka

The 22nd international symposium on eco-materials processing and design (ISEPD 2024) 2024年01月

Self-referential holography and its application to data storage and optical neural network hardware 招待有り国際誌

Masanori Takabayashi

The 13th Japan-Korea Workshop on Digital Holography and Information Photonics Proceedings 2023年12月

Numerical simulation on phase-to-intensity conversion by self-referential holographic deep neural network 国際誌

Rio Tomioka, Masanori Takabayashi

The 13th Japan-Korea Workshop on Digital Holography and Information Photonics Proceedings 2023年12月

Deep neural network-based complex amplitude reconstruction from spatial-domain phase shifting digital holograms 国際誌

Shu Kajitani, Masanori Takabayashi

The 13th Japan-Korea Workshop on Digital Holography and Information Photonics Proceedings 2023年12月

Self-Referential Holography and Its Fusion with AI Technologies 招待有り査読有り国際誌

Masanori Takabayashi

International Symposium on Imaging, Sensing and Optical Memory (ISOM'23) Technical Digest 2023年11月

Additional pattern designing method with multi-plane evaluation of intensity distributions for self-referential holographic data storage 査読有り国際誌

Kazuki Chijiwa, Masanori Takabayashi

International Symposium on Imaging, Sensing and Optical Memory (ISOM'23) Technical Digest 2023年11月

Effectiveness and Concerns of Tissue Diagnosis Using Resolution-Enhanced Quantitative Phase Images by Deep Neural Network 査読有り国際誌

Sho Nezaki, Masanori Takabayashi

International Symposium on Imaging, Sensing and Optical Memory (ISOM'23) Technical Digest 2023年11月

Numerical simulations on optoelectronic deep neural network hardware based on self-referential holography 査読有り国際誌

Rio Tomioka, Masanori Takabayashi

Optical Review ( Springer ) 30 387 - 396 2023年04月

定量位相イメージングを用いた組織診断招待有り査読有り

高林正典

光学 ( 一般社団法人　日本光学会 ) 52 ( 3 ) 98 - 103 2023年03月

Optical Coherence Tomography Phase Study 査読有り国際誌

Shih-Hsiang Hsu,Masanori Takabayashi

Proceedings of The 9th international forum on Advanced Technologies (IFAT 2023) 2023年03月

Numerical Simulations of Optoelectronic AI Hardware using Transmission Matrix of Real Object 査読有り

Masanori Takabayashi, Rio Tomioka, Kaito Inoue, Atsushi Shibukawa

Program and proceedings The 4th International Symposium on Neuromorphic AI Hardware 2022年12月

Self-referential holographic neural network with single spatial light modulator 査読有り

Rio Tomioka, Masanori Takabayashi

Program and proceedings The 4th International Symposium on Neuromorphic AI Hardware 2022年12月

定量位相イメージングを用いた組織診断招待有り査読有り

高林正典

レーザー研究 ( 一般社団法人レーザー学会 ) 50 ( 11 ) 616 - 621 2022年11月

Dependence of activation function on image recognition accuracy in self-referential holographic deep neural network 査読有り

Rio Tomioka, Masanori Takabayashi

International Symposium on Imaging, Sensing and Optical Memory (ISOM'22) Technical Digest 2022年07月

Single and shift-multiplexing recording properties in self-referential holographic data storage with designed additional pattern 査読有り

Kazuki Chijiwa, Masanori Takabayashi

International Symposium on Imaging, Sensing and Optical Memory (ISOM'22) Technical Digest 2022年07月

Deep learning-based pixel interpolation in spatial-domain phase shifting digital holography 査読有り

Shu Kajitani, Masanori Takabayashi

International Symposium on Imaging, Sensing and Optical Memory (ISOM'22) Technical Digest 2022年07月

Hyperparameter tuning for accurate image classification using self-referential holographic neural network 査読有り

Masanori Takabayashi,Sae Isayama,Rio Tomioka

International Workshop on Holography and related technologies Technical Digest 2022年03月

Bidirectional Coupler Study for Chip-Based Spectral-Domain Optical Coherence Tomography 査読有り国際誌

Hong-Yan Zheng,Bo-Liang Chen,Hsiao-Yen Lu,Shih-Hsiang Hsu,Masanori Takabayashi

Micromachines 2022 ( 13 ) 373 2022年02月

Numerical simulations on spatial resolution enhancement of digital holograms using deep learning 査読有り国際誌

Tatsuya Tsutsui, Masanori Takabayashi

International Symposium on Imaging, Sensing and Optical Memory 2021 Technical Digest 2021年09月

Numerical simulations of neural network hardware based on self-referential holography 査読有り国際誌

Rio Tomioka, Masanori Takabayashi

International Symposium on Imaging, Sensing and Optical Memory 2021 Technical Digest 2021年09月

Breast tissue diagnosis using local entropy extracted from quantitative phase images 査読有り国際誌

Kensei Ota, Masanori Takabayashi

International Symposium on Imaging, Sensing and Optical Memory 2021 Technical Digest 2021年09月

Recording Strategies in Self-Referential Holography Toward More Flexible Inter-Pixel Interactions 招待有り査読有り

Masanori Takabayashi

International Symposium on Imaging, Sensing and Optical Memory 2020 Technical Digest 2020年11月

Numerical simulations on multi-level signal recording in Off-the-Focus self-referential holographic data storage 査読有り

Kanami Inoue, Masanori Takabayashi

International Symposium on Imaging, Sensing and Optical Memory (ISOM '19) Technical Digest 2019年10月

Tissue spatial correlation as cancer marker 査読有り

Masanori Takabayashi, Hassaan Majeed, Andre Kajdacsy-Balla, Gabriel Popescu

Journal of Biomedical Optics 24 2019年01月

Tissue Diagnosis Using Nanoscale Morphological Information Revealed by Quantitative Phase Imaging 査読有り

Masanori Takabayashi, Hassaan Majeed, Andre Kajdacsy-Balla, Gabriel Popescu

Technical Digest of International Symposium on Imaging, Sensing and Optical Memory 2018年10月

Disorder strength measured by quantitative phase imaging as intrinsic cancer marker in fixed tissue 査読有り

Masanori Takabayashi, Hassaan Majeed, Andre Kajdacsy-Balla, Gabriel Popescu

PLOS ONE 13 e0194320 2018年03月

Theoretical and numerical analysis of light scattering from the human skin surface based on wave optics 査読有り

T. Okamoto, R. Sakai, T. Igarashi, M. Takabayashi

Extended Abstracts of the 24th Congress of International Commission for Optics (ICO-24) Th1B-02 2017年08月

Digital image multiplexing/demultiplexing method using spatial spectral diffusion and virtual phase conjugation technique for reduction of dynamic range consumption in holographic medium 査読有り

Yuta Goto, Atsushi Okamoto, Masanori Takabayashi, Kazuhisa Ogawa, Akihisa Tomita

Japanese Journal of Applied Physics 56 ( 9S ) 09NA07-1 - 09NA07-8 2017年08月

Design of writing patterns for multi-level self-referential holographic data storage by phase-only modulation 査読有り

Daiki Murozono, Masanori Takabayashi, Takashi Okamoto

International Workshop on Holography and Related Technologies (IWH 2016) Digest 104 - 105 2016年11月

Multiplexing Technique using Virtual Phase Conjugation for High-Density Holographic Data Storage Systems 査読有り

Yuta Goto, Atsushi Okamoto, Masanori Takabayashi, Akihisa Tomita

International Symposium on Optical Memory (ISOM '16) Technical Digest 2016年10月

Inter-page crosstalk analyses in 3D multiplexed self-referential holographic data storage 査読有り

Taisuke Eto, Masanori Takabayashi, Takashi Okamoto

International Symposium on Optical Memory (ISOM '16) Technical Digest 2016年10月

Signal modulation, recording, and detection error characteristics in pseudo-spatial quadrature amplitude modulation-based holographic data storage system 査読有り

Masanori Takabayashi, Yuya Sakaki, Takashi Okamoto

International Symposium on Optical Memory (ISOM '16) Technical Digest 2016年10月

Numerical simulations on the focus-shift multiplexing technique for self-referential holographic data storage 査読有り

Masanori Takabayashi, Taisuke Eto, Takashi Okamoto

Optical Review 23 987 - 996 2016年08月

Numerical simulations on inter-page crosstalk characteristics in three-dimensional shift multiplexed self-referential holographic data storage 査読有り

Taisuke Eto, Masanori Takabayashi, Atsushi Okamoto, Masatoshi Bunsen, Takashi Okamoto

Japanese Journal of Applied Physics 55 08RD01-1 - 08RD01-7 2016年07月

Theoretical and numerical analysis of light reflection from the human skin based on wave optics 査読有り

R. Sakai, T. Igarashi, M. Takabayashi, T. Okamoto

Proceedings of Biomedical Imaging and Sensing Conference 2016 (BISC ’16) BISCp6-21 2016年05月

不均一な空間振幅分布を有する記録光を用いた自己参照型ホログラフィックメモリ

高林正典，室園大貴，岡本卓

映像情報メディア学会技術報告 40 ( 6 ) 131 - 134 2016年02月

Focus-Shift Multiplexing Technique by Wavefront Modulation for Self-Referential Holographic Data Storage 査読有り

Masanori Takabayashi, Taisuke Eto, Takashi Okamoto

IWH 2015 Technical Digest 2015年12月

Two-channel algorithm for single-shot, high-resolution measurement of optical wavefronts using two image sensors 査読有り

Jin Nozawa, Atsushi Okamoto, Atsushi Shibukawa, Masanori Takabayashi, Akihisa Tomita

Applied Optics 54 ( 29 ) 8644 - 8652 2015年10月

Numerical simulations on 3D shift multiplexed self-referential holographic data storage: shift multiplexing properties along z-axis 査読有り

Taisuke Eto, Masanori Takabayashi, Atsushi Okamoto, Masatoshi Bunsen, Takashi Okamoto

THE TWENTIETH MICROOPTICS CONFERENCE (MOC'15) TECHNICAL DIGEST 112 - 113 2015年10月

High-resolution and simultaneous measurement along the depth direction using virtual phase conjugation for optical tomography 査読有り

Yuta Goto, Atsushi Okamoto, Atsushi Shibukawa, Akihisa Tomita, Masanori Takabayashi

THE TWENTIETH MICROOPTICS CONFERENCE (MOC'15) TECHNICAL DIGEST 20 - 21 2015年10月

Recording procedures for high-quality signal readout in self-referential holographic data storage 査読有り

Masanori Takabayashi, Atsushi Okamoto, Taisuke Eto, Takashi Okamoto

Applied Optics 54 ( 16 ) 5167 - 5174 2015年06月

ホログラフィックメモリの大容量化に向けた空間直交振幅変調信号の設計と検出に関するシミュレーション

高林正典，中井俊之，龍建斗，岡本淳，野澤仁，岡本卓

映像情報メディア学会技術報告 39 ( 7 ) 21 - 26 2015年02月

高精度な位相変調信号の計測に向けたホログラフィックダイバーシティ干渉法における計測精度の評価

野澤仁，岡本淳，高林正典，富田章久

映像情報メディア学会技術報告 39 ( 7 ) 15 - 19 2015年02月

Laser emission from random gain media with bubble structures 査読有り

Takashi Okamoto, Shouhei Matsushita, Masanori Takabayashi

10th International Conference Series on Laser-light and Interactions with Particles (LIP 2014) 2014年08月

Shift-multiplexed self-referential holographic data storage 査読有り

Masanori Takabayashi, Atsushi Okamoto, Taisuke Eto, Takashi Okamoto

Applied Optics 53 ( 20 ) 4375 - 4381 2014年07月

Demodulation of holographically reconstructed 2-D signals with spatial quadrature amplitude modulation 査読有り

Masatoshi Bunsen, Takuya Hisaoka, Takanori Sato, Masanori Takabayashi, Atsushi Okamoto

Proceedings of the 17th European Conference on Integrated Optics and the 19th MicroOptics Conference (ECIO-MOC 2014) 2014年06月

Dynamically Reconfigurable Characteristics of a Double Phase Conjugate Mirror Using Sn#D2#DRP#D2#DRS#D6#DR Crystals and Their Application to Optical Inter-Satellite Communication 査読有り

Kaori Nishimaki, AtsushiOkamoto, Atsushi Shibukawa, Masanori Takabayashi, Akihisa Tomita, Yoshihisa Takayama

Optical Review 21 ( 3 ) 415 - 424 2014年05月

Effect of the surface roughness on the reflection and scattering properties of human skin 査読有り

K. Tsukamoto, T. Igarashi, M. Takabayashi, T. Okamoto

Proceedings of Biomedical Imaging and Sensing Conference 2014 (BISC ’14) 2014年04月

Spatial cross modulation method using a random diffuser and phase-only spatial light modulator for constructing arbitrary complex fields 査読有り

Atsushi Shibukawa, Atsushi Okamoto, Masanori Takabayashi, Akihisa Tomita

Optics Express 22 ( 4 ) 3968 - 3982 2014年02月

Improvement of Signal-to-Noise Ratio in Self-Referential Holographic Data Storage by using Oversampled Additional Pattern 査読有り

Masanori Takabayashi, Atsushi Okamoto, Takashi Okamoto

International Workshop on Holography and Related Technologies (IWH) 2013 Digests 2013年10月

Performance Evaluation of holographic data storage system with phase-shift embedded SQAM datapages 査読有り

S. Umetsu, M. Bunsen, M. Takabayashi, A. Okamoto

Proc. 18th Micro Optics Conference (MOC'13) 2013年10月

自己参照型ホログラフィックメモリにおける単一記録ホログラムの読み出し特性

高林正典，江藤太亮，文仙正俊，岡本淳，岡本卓

電子情報通信学会技術研究報告 113 11 - 16 2013年10月

Method of Phase and Amplitude Modulation/Demodulation Using Datapages with Embedded Phase-Shift for Holographic Data Storage 査読有り

Masatoshi Bunsen, Shuhei Umetsu, Masanori Takabayashi, Atsushi Okamoto

Japanese Journal of Applied Physics 52 09LD04 2013年09月

Double-Referential Holography and Spatial Quadrature Amplitude Modulation 査読有り

Keisuke Zukeran, Atsushi Okamoto, Masanori Takabayashi, Atsushi Shibukawa, Kunihiro Sato, Akihisa Tomita

Japanese Journal of Applied Physics 52 09LD13 2013年09月

Influence of additional phase modulation pattern and focal shift in self-referential holographic data storage 査読有り

Masanori Takabayashi, Atsushi Okamoto, Takashi Okamoto

The Tenth Japan-Finland Joint Symposium on Optics in Engineering Technical Digest 93 - 94 2013年09月

Background light filtering technique using a binary phase plate for optical inter-satellite communications with a double phase conjugate mirror 査読有り

Kaori Nishimaki, Atsushi Okamoto, Masanori Takabayashi, Akihisa Tomita, Yoshihisa Takayama

The Tenth Japan-Finland Joint Symposium on Optics in Engineering Technical Digest 95 - 96 2013年09月

Shift Multiplexing Properties of Self-Referential Holographic Data Storage 査読有り

Masanori Takabayashi, Atsushi Okamoto, Takashi Okamoto

International Symposium on Optical Memory (ISOM'13) Technical Digest 66 - 67 2013年08月

Holographic Modulation Method for Producing Collinear Patterns with Multi-Valued Phase and Intensity Using a Single Spatial Light Modulator 査読有り

Atsushi Okamoto, Atsushi Shibukawa, Yu Wang, Akihisa Tomita, Masanori Takabayashi, Kunihiro Sato

International Symposium on Optical Memory (ISOM'13) Technical Digest 110 - 111 2013年08月

Progressive Hologram Recording and Reconstruction Using Complex Amplitude Generation and Detection Technologies 査読有り

Atsushi Okamoto, Atsushi Shibukawa, Akihisa Tomita, Masanori Takabayashi

International Symposium on Optical Memory (ISOM'13) Technical Digest 66 - 67 2013年08月

Self-referential holography and its applications to data storage and phase-to-intensity conversion 査読有り

Masanori Takabayashi, Atsushi Okamoto

Optics Express 21 ( 3 ) 3669 - 3681 2013年02月

2重参照型ホログラフィックメモリにおける38値空間直交振幅変調信号の記録再生

瑞慶覽圭佑，岡本淳，高林正典，渋川敦史，富田章久

映像情報メディア学会技術報告 37 1 - 7 2013年02月

Two-Channel Algorithm for High Accurate Phase Measurement Using Holographic-Diversity Interferometry 査読有り

Yuta Wakayama, Atsushi Okamoto, Jin Nozawa, Akihisa Tomita, Masanori Takabayashi, Kunihiro Sato

International Workshop on Holographic and Related Technologies (IWH 2012) Digest 2012年11月

38-Level Spatial Quadrature-Amplitude Modulation Recording with Double-Referential Holography 査読有り

Keisuke Zukeran, Atsushi Okamoto, Masanori Takabayashi, Atsushi Shibukawa, Akihisa Tomita

Technical Digest of International Symposium on Optical Memory (ISOM '12) 196 - 197 2012年09月

Multi-level self-referential holographic data storage 査読有り

Masanori Takabayashi, Atsushi Okamoto, Masatoshi Bunsen, Takashi Okamoto

Technical Digest of International Symposium on Optical Memory (ISOM '12) 12 - 13 2012年09月

Experiment on Holographic Recording/Retrieving of Spatially Phase-modulated Datapages with Embedded Phase-shift 査読有り

Masatoshi Bunsen, Shuhei Umetsu, Masanori Takabayashi, Atsushi Okamoto

Technical Digest of International Symposium on Optical Memory (ISOM '12) 124 - 125 2012年09月

Two-Channel Type Holographic Diversity Interferometry for Complex Amplitude Measurement 査読有り

Jin Nozawa, Atsushi Okamoto, Yuta Wakayama, Akihisa Tomita, Masanori Takabayashi

Technical Digest of International Symposium on Optical Memory (ISOM '12) 144 - 145 2012年09月

Symbol Error Characteristics of Hybrid-Modulated Holographic Data Storage by Intensity and Multi Phase Modulation 査読有り

Masanori Takabayashi, Atsushi Okamoto, Akihisa Tomita, Masatoshi Bunsen

Japanese Journal of Applied Physics 50 ( 9 ) 09ME05-1 - 09ME05-5 2011年09月

Multilayer Collinear Holographic Memory with Movable Random Phase Mask 査読有り

Atsushi Shibukawa, Atsushi Okamoto, Akihisa Tomita, Masanori Takabayashi, Kunihiro Sato

Japanese Journal of Applied Physics 50 ( 9 ) 2011年09月

Holographic diversity interferometry for optical storage 査読有り

Atsushi Okamoto, Keisuke Kunori, Masanori Takabayashi, Akihisa Tomita, Kunihiro Sato

Optics Express 19 13436 - 13444 2011年07月

Experiments on Double Phase Conjugate Mirror with a Photorefractive Sb:Sn2P2S6 Crystal 査読有り

Yosunori Kojima, Atsushi Okamoto, Alexander A. Grabar, Masanori Takabayashi, Kohei Shimayabu

Ferroelectrics 378 121 - 128 2010年09月

Spatial resolutions for applying photorefractive polymers to diffractive elements 査読有り

Atsushi Okamoto, Kazuhiro Harasaka, Masatoshi Bunsen, Masanori Takabayashi, Shuji Rokutanda

Journal of Modern Optics 56 ( 12 ) 1323 - 1334 2009年08月

Time-Domain Differential Detection of Phase-Modulated Signals for Phase-Only Holographic Data Storage 査読有り

Masanori Takabayashi, Atsushi Okamoto, Terumasa Ito

Japanese Journal of Applied Physics 48 ( 3 ) 03A032-1 - 03A032-5 2009年03月

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