Low-cost multispectral imaging system based on compressive sensing

• Project/Area Number: 15K20899
• Research Category: Grant-in-Aid for Young Scientists (B)
• Allocation Type: Multi-year Fund
• Research Field: Perceptual information processing; Communication/Network engineering
• Research Institution: Utsunomiya University
• Principal Investigator: Shinoda Kazuma 宇都宮大学, 工学(系)研究科(研究院), 助教 (50639200)
• Project Period (FY): 2015-04-01 – 2018-03-31
• Project Status: Completed (Fiscal Year 2017)
• Budget Amount: ¥4,030,000 (Direct Cost: ¥3,100,000、Indirect Cost: ¥930,000); Fiscal Year 2017: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000); Fiscal Year 2016: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000); Fiscal Year 2015: ¥2,210,000 (Direct Cost: ¥1,700,000、Indirect Cost: ¥510,000)
• Keywords: マルチスペクトル / フィルタアレイ / デモザイク / 圧縮センシング / 画像 / ハイパースペクトル / 病理画像 / カラーフィルタ / 色補間 / 圧縮 / センシング

Outline of Final Research Achievements

This study proposed an optimization method for both multispectral filter array design and demosaicking based on compressive sensing. The demosaicking results in the inverse problem of a formulated proposed capturing system. We verified the proposed filter array design and demosaicking method by using a pathological image. As a result, the proposed method reduced the error of the demosaicked image to one fourth compared to the conventional method.

Research Products

• [Journal Article] Joint optimization of multispectral filter arrays and demosaicking for pathological images (2018)
  • Author(s): Kazuma Shinoda, Maru Kawase, Madoka Hasegawa, Masahiro Ishikawa, Hideki Komagata, Naoki Kobayashi
  • Journal Title: IIEEJ Transactions on Image Electronics and Visual Computing Volume: 印刷中
  • NAID: 130007511680
  • Peer Reviewed
• [Journal Article] Feature analysis of cell nuclear chromatin distribution in support of cervical cytology (2017)
  • Author(s): Hideki Komagata, Takaya Ichimura, Yasuka Ohnuki, Masahiro Ishikawa, Kazuma Shinoda, Naoki Kobayashi, Atsushi Sasaki
  • Journal Title: Journal of Medical Imaging Volume: 4 Issue: 04 Pages: 1-1
  • DOI: 10.1117/1.jmi.4.4.047501
  • Peer Reviewed
• [Journal Article] Multispectral filter array design without training images (2017)
  • Author(s): Kazuma Shinoda, Yudai Yanagi, Yoshio Hayasaki, Madoka Hasegawa
  • Journal Title: Optical Review Volume: 24 Issue: 4 Pages: 554-571
  • DOI: 10.1007/s10043-017-0349-4
  • Peer Reviewed
• [Journal Article] Optimal Multispectral Filter Array Considering Transparent Wavelength and Arrangement (2016)
  • Author(s): 柳悠大, 篠田一馬, 長谷川まどか, 加藤茂夫, 石川雅浩, 駒形英樹, 小林直樹
  • Journal Title: 電子情報通信学会論文誌D 情報・システム Volume: J99-D Issue: 8 Pages: 794-804
  • DOI: 10.14923/transinfj.2015JDT0006
  • ISSN: 1880-4535, 1881-0225
  • Year and Date: 2016-08-01
  • Peer Reviewed / Acknowledgement Compliant
• [Journal Article] Demosaicking for multispectral images based on vectorial total variation (2016)
  • Author(s): K. Shinoda, T. Hamasaki, M. Kawase, M. Hasegawa, and S. Kato
  • Journal Title: Optical Review Volume: 23 Issue: 4 Pages: 559-570
  • DOI: 10.1007/s10043-016-0221-y
  • Peer Reviewed
• [Journal Article] An Efficient Wavelet-Based ROI Coding for Multiple Regions (2015)
  • Author(s): Kazuma Shinoda, Naoki Kobayashi, Ayako Katoh, Hideki Komagata, Masahiro Ishikawa, Yuri Murakami, Masahiro Yamaguchi, Tokiya Abe, Akinori Hashiguchi, and Michiie Sakamoto
  • Journal Title: IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences Volume: E98.A Issue: 4 Pages: 1006-1020
  • DOI: 10.1587/transfun.E98.A.1006
  • NAID: 130005060898
  • ISSN: 0916-8508, 1745-1337
  • Peer Reviewed
• [Journal Article] Multispectral image reconstruction from watermarked RGB image (2015)
  • Author(s): Kazuma Shinoda, Aya Watanabe, Madoka Hasegawa, Shigeo Kato
  • Journal Title: Optical Review Volume: 印刷中 Issue: 3 Pages: 469-476
  • DOI: 10.1007/s10043-015-0082-9
  • Peer Reviewed / Acknowledgement Compliant
• [Presentation] Single-shot multispectral imaging for medical application (2018)
  • Author(s): Kazuma Shinoda
  • Organizer: International Young Researchers' Workshop on Multimodal Medical Engineering
  • Int'l Joint Research / Invited
• [Presentation] 3D reconstruction of pancreatic ducts and collagen fibers from pathological images of pancreas serial sections (2017)
  • Author(s): Hideki Komagata, Masahiro Ishikawa, Kazuma Shinoda, Naoki Kobayashi, Chika Iwamoto, Kenoki Ohuchida, and Makoto Hashizume
  • Organizer: Image Electronics and Visual Computing Workshop
  • Place of Presentation: Da Nang, Vietnam
  • Year and Date: 2017-02-28
  • Int'l Joint Research
• [Presentation] Optimal spectral sensitivity of multispectral filter array for pathological images (2017)
  • Author(s): Kazuma Shinoda, Maru Kawase, Madoka Hasegawa, Masahiro Ishikawa, Hideki Komagata, and Naoki Kobayashi
  • Organizer: mage Electronics and Visual Computing Workshop
  • Place of Presentation: Da Nang, Vietnam
  • Year and Date: 2017-02-28
  • Int'l Joint Research
• [Presentation] Tissue classification of liver pathological tissue specimens image using spectral features (2017)
  • Author(s): Emi Hashimoto, Masahiro Ishikawa, Kazuma Shinoda, Madoka Hasegawa, Hideki Komagata, Naoki Kobayashi, Naoki Mochidome, Yoshinao Oda, Chika Iwamoto, Kenoki Ohuchida, and Makoto Hashizume
  • Organizer: SPIE Medical imaging
  • Place of Presentation: Orlando, U.S.
  • Year and Date: 2017-02-11
  • Int'l Joint Research
• [Presentation] 圧縮耐性と不可視成分の復元精度を考慮したRGB画像へのスペクトル情報埋め込み (2017)
  • Author(s): 番沢 和茂, 篠田 一馬, 長谷川 まどか
  • Organizer: 映情学技報
• [Presentation] スペクトル情報と色補正を用いた肝病理標本画像の組織分類 (2017)
  • Author(s): 橋本 江美, 石川 雅浩, 篠田 一馬, 長谷川 まどか, 駒形 英樹, 小林 直樹, 持留 直樹, 岩本 千佳, 大内田 研宙, 小田 義直, 橋爪 誠
  • Organizer: 第36回日本医用画像工学会大会
• [Presentation] エイリアスを考慮したマルチスペクトルフィルタアレイの最適設計 (2017)
  • Author(s): 川瀬満丸, 篠田一馬, 長谷川まどか
  • Organizer: 第11回関東学生研究論文講演会
  • Place of Presentation: 栃木
• [Presentation] Robust Multispectral Data Hiding in RGB Image Using Digital Watermarking (2016)
  • Author(s): Kazushige Banzawa, Kazuma Shinoda, Madoka Hasegawa
  • Organizer: Color and Imaging Conference
  • Place of Presentation: San Diego, U.S.
  • Year and Date: 2016-11-07
  • Int'l Joint Research
• [Presentation] 教師画像を必要としないマルチスペクトルフィルタアレイの設計手法 (2016)
  • Author(s): 柳悠大, 篠田一馬, 長谷川まどか
  • Organizer: 映像情報メディア学会年次大会
  • Place of Presentation: 三重
  • Year and Date: 2016-08-31
• [Presentation] ハイパースペクトルカメラを用いたりんごの非破壊糖度推定 (2016)
  • Author(s): 尾花紫織, 篠田一馬, 長谷川まどか, 山本裕紹, 柏嵜 勝
  • Organizer: 映像情報メディア学会年次大会
  • Place of Presentation: 三重
  • Year and Date: 2016-08-31
• [Presentation] Demosaicking Method for Multispectral Images Based on Spatial Gradient and Inter-channel Correlation (2016)
  • Author(s): Shu Ogawa, Kazuma Shinoda, Madoka Hasegawa, Shigeo Kato, Masahiro Ishikawa, Hideki Komagata, and Naoki Kobayashi
  • Organizer: International Symposium on Multispectral Colour Science
  • Place of Presentation: Trois-Rivieres, Canada
  • Year and Date: 2016-05-30
  • Int'l Joint Research
• [Presentation] Demosaicking Method for Multispectral Images Based on Spatial Gradient and Inter-channel Correlation (2016)
  • Author(s): Shu Ogawa, Kazuma Shinoda, Madoka Hasegawa, Shigeo Kato, Masahiro Ishikawa, Hideki Komagata, Naoki Kobayashi
  • Organizer: International Symposium on Multispectral Colour Science
  • Place of Presentation: Quebec, Canada
  • Year and Date: 2016-05-30
  • Int'l Joint Research
• [Presentation] マルチスペクトル画像による色素量補正を用いたHE染色肝病理画像中の構造認識 (2016)
  • Author(s): 石川雅浩, 橋本江美, 篠田一馬, 長谷川まどか, 加藤茂夫, 駒形英樹, 小林直樹
  • Organizer: 電子情報通信学会総合大会
  • Place of Presentation: 福岡
  • Year and Date: 2016-03-15
• [Presentation] 分光反射率推定のためのMSFA最適化に関する基礎検討 (2016)
  • Author(s): 川瀬満丸, 篠田一馬, 長谷川まどか, 加藤茂夫
  • Organizer: 電子情報通信学会総合大会
  • Place of Presentation: 福岡
  • Year and Date: 2016-03-15
• [Presentation] マルチスペクトル画像を使用した肝病理組織標本の組織分類の検討 (2016)
  • Author(s): 橋本江美, 石川雅浩, 篠田一馬, 長谷川まどか, 加藤茂夫, 駒形英樹, 小林直樹
  • Organizer: 電子情報通信学会総合大会
  • Place of Presentation: 福岡
  • Year and Date: 2016-03-15
• [Presentation] 圧縮耐性を持つ電子透かしを用いたRGB画像へのスペクトル情報埋め込みに関する検討 (2016)
  • Author(s): 番沢和茂, 篠田一馬, 長谷川まどか, 加藤茂夫
  • Organizer: マルチメディア情報ハイディング・エンリッチメント研究会
  • Place of Presentation: 鹿児島
  • Year and Date: 2016-03-02
• [Presentation] Optimal transparent wavelength and arrangement for multispectral filter array (2016)
  • Author(s): Yudai Yanagi, Kazuma Shinoda, Madoka Hasegawa, Shigeo Kato, Masahiro Ishikawa, Hideki Komagata, Naoki Kobayashi
  • Organizer: IS&T International Symposium on Electronic Imaging
  • Place of Presentation: San Francisco, U.S.
  • Year and Date: 2016-02-14
  • Int'l Joint Research
• [Presentation] ワンショットマルチスペクトル画像撮影のためのフィルタアレイ設計および病理診断支援への応用 (2016)
  • Author(s): 川瀬満丸, 橋本江美, 篠田一馬
  • Organizer: 第6回宇都宮大学オプトバイオシンポジウム
  • Place of Presentation: 栃木
• [Presentation] RGB画像へのスペクトル情報埋め込みのための圧縮耐性を考慮した情報ハイディング (2016)
  • Author(s): 番沢和茂, 篠田一馬, 長谷川まどか
  • Organizer: 日本色彩学会視覚情報基礎研究会第29回研究発表会
  • Place of Presentation: 東京
• [Presentation] Multispectral filter array and demosaicking for pathological images (2015)
  • Author(s): Kazuma Shinoda, Shu Ogawa, Yudai Yanagi, Madoka Hasegawa, Shigeo Kato, Masahiro Ishikawa, Hideki Komagata, Naoki Kobayashi
  • Organizer: Asia-Pacific Signal and Information Association
  • Place of Presentation: Kowloon, Hong Kong
  • Year and Date: 2015-12-16
  • Int'l Joint Research
• [Presentation] 観測波長と配置を考慮したマルチスペクトルフィルタアレイの設計手法 (2015)
  • Author(s): 柳悠大, 篠田一馬, 長谷川まどか, 加藤茂夫, 石川雅浩, 駒形英樹, 小林直樹
  • Organizer: 第14回情報科学技術フォーラム
  • Place of Presentation: 愛媛
  • Year and Date: 2015-09-15
• [Presentation] 空間方向の勾配及びバンド間の相関を考慮したマルチスペクトル画像のデモザイキング手法 (2015)
  • Author(s): 小川衆, 篠田一馬, 長谷川まどか, 加藤茂夫, 石川雅浩, 駒形英樹, 小林直樹
  • Organizer: 第14回情報科学技術フォーラム
  • Place of Presentation: 愛媛
  • Year and Date: 2015-09-15
• [Presentation] Vectorial Total Variationを用いたマルチスペクトル画像のデモザイキングに関する一検討 (2015)
  • Author(s): 浜崎泰輔, 川瀬満丸, 篠田一馬, 長谷川まどか, 加藤茂夫
  • Organizer: 映像情報メディア学会研究会
  • Place of Presentation: 新潟
  • Year and Date: 2015-08-31
• [Presentation] 情報ハイディング技術を用いたRGB画像へのスペクトル情報の埋め込み (2015)
  • Author(s): 篠田一馬, 長谷川まどか, 加藤茂夫
  • Organizer: 日本色彩学会視覚情報基礎研究会第21回研究発表会
  • Place of Presentation: 東京
  • Year and Date: 2015-06-20
• [Presentation] Multispectral image estimation from RGB image based on digital watermarking (2015)
  • Author(s): Kazuma Shinoda, Aya Watanabe, Madoka Hasegawa, Shigeo Kato
  • Organizer: Association Internationale de la Couleur
  • Place of Presentation: Tokyo, Japan
  • Year and Date: 2015-05-19
  • Int'l Joint Research
• [Remarks] 篠田研究室（業績一覧）
  • URL: http://www.is.utsunomiya-u.ac.jp/icl/index.php?Member%2FKazumaShinoda
• [Remarks] 篠田研究室（業績一覧）
  • URL: http://williams.is.utsunomiya-u.ac.jp/pukiwiki/index.php?info_shinoda_e
• [Remarks] 宇都宮大学情報工学科 教員紹介
  • URL: http://www.eng.utsunomiya-u.ac.jp/intro_is2/129.html
• [Patent(Industrial Property Rights)] フィルタ、画像撮影装置および画像撮影システム (2016)
  • Inventor(s): 篠田 一馬
  • Industrial Property Rights Holder: 宇都宮大学
  • Industrial Property Rights Type: 特許
  • Industrial Property Number: 2016-175460
  • Filing Date: 2016-09-08
• [Patent(Industrial Property Rights)] 画像データ処理装置及びプログラム (2016)
  • Inventor(s): 篠田一馬，番沢和茂，長谷川まどか
  • Industrial Property Rights Holder: 宇都宮大学
  • Industrial Property Rights Type: 特許
  • Industrial Property Number: 2016-073754
  • Filing Date: 2016-03-31