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Three-dimensional water flow measurement system with low environmental impact using heterogenious underwater floating objects

Research Project

Project/Area Number 18K11357
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Review Section Basic Section 61010:Perceptual information processing-related
Research InstitutionKumamoto University

Principal Investigator

Toda Masashi  熊本大学, 半導体・デジタル研究教育機構, 教授 (40336417)

Project Period (FY) 2018-04-01 – 2024-03-31
Project Status Completed (Fiscal Year 2023)
Budget Amount *help
¥4,420,000 (Direct Cost: ¥3,400,000、Indirect Cost: ¥1,020,000)
Fiscal Year 2020: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2019: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2018: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Keywords水流計測 / 複数物体追跡 / カルマンフィルタ / 三次元 / 海中微小体 / 3D-PTV / 三次元推定 / 全方位カメラ / 深層学習 / Soft-NMS / トラッキング / 深度推定 / 水中微小体 / マルチカメラ / 冗長性 / リセット / 海中浮遊物 / 画像計測 / 不均一性
Outline of Final Research Achievements

Environmental information, especially water flow information, is important in elucidating the ecology of marine organisms in the context of environmental conservation and fisheries support. However, it is extremely difficult to measure water flow at high spatial density and over a long period of time.
In this research, by utilizing underwater microscopic bodies (sea floating objects) such as algae, which are always present in water and have a high ability to follow water currents, we have developed a system that measures water flow information of "minimum impact on the observation target", "environmentally friendly", "spatially dense" and "the system which can be measured continuously". Specifically, we developed a system that tracks floating objects in the sea using cameras and estimates local water flow information from their movement vectors.

Academic Significance and Societal Importance of the Research Achievements

本研究は、水中に常時存在し、水流追従性の高い特徴を有しながら、今まで有効活用されていなかった藻類等の海中浮遊物を、センサとして利活用する試みである点で独創性が高く、従来困難であった、環境に優しく、空間的に密で、継続的に計測が可能な水流計測システムの実現を試みた意味にて、学術的、社会的な意義が高い。本研究で注目した「計測空間に常在し、流れへの追従性が高いものを、視覚的に追跡する」アプローチは、水中のみならず屋内/屋外計測へも転用可能である。本研究では海中/水中を対象としたが、本研究の成果は陸上/空中を含めた環境計測全般へと幅広い展開が期待できる。

Report

(7 results)
  • 2023 Annual Research Report   Final Research Report ( PDF )
  • 2022 Research-status Report
  • 2021 Research-status Report
  • 2020 Research-status Report
  • 2019 Research-status Report
  • 2018 Research-status Report
  • Research Products

    (14 results)

All 2024 2023 2022 2021 2020 2019 2018

All Presentation (14 results) (of which Int'l Joint Research: 5 results)

  • [Presentation] 全天球ステレオカメラを用いた養殖魚3次元計測システムの開発2024

    • Author(s)
      菰田 佳寿,榎本 洸一郎,戸田 真志,伊藤 峰文,酒井 道
    • Organizer
      動的画像処理実利用化ワークショップ(DIA2024)
    • Related Report
      2023 Annual Research Report
  • [Presentation] 複数物体追跡技術を用いた魚類計数システムの高度化2023

    • Author(s)
      長瀬龍洋, 右田雅裕, 榎本洸一郎, 戸田真志, 俵谷賢悟
    • Organizer
      情報処理学会火の国情報シンポジウム2023
    • Related Report
      2022 Research-status Report
  • [Presentation] 複数動体追跡技術を用いたマグロ養殖漁業における魚数計測2022

    • Author(s)
      戸田真志, 長瀬龍洋, 右田雅裕, 榎本洸一郎, 俵谷賢悟
    • Organizer
      2022年電気学会電子・情報・システム部門大会
    • Related Report
      2022 Research-status Report
  • [Presentation] Study on Bottom Sediment Classification by Complementary Use of Seafloor Images and Environmental Sounds2022

    • Author(s)
      Shota Takaki, Masahiro Migita, Masashi Toda
    • Organizer
      International Workshop on Advanced Image Technology (IWAIT) 2022
    • Related Report
      2021 Research-status Report
    • Int'l Joint Research
  • [Presentation] Research on robust sediment estimation by fine tuning that complementarily uses seafloor images and environmental sounds2022

    • Author(s)
      Shota Takaki, Masahiro Migita, Masashi Toda
    • Organizer
      International Workshop on Frontiers of Computer Vision (IW-FCV) 2022
    • Related Report
      2021 Research-status Report
    • Int'l Joint Research
  • [Presentation] Robust underwater sediment estimation using frequency analysis of environmental sounds2021

    • Author(s)
      Shota Takaki, Masahiro Migita, Masashi Toda
    • Organizer
      2021 IEEE 10th Global Conference on Consumer Electronics (GCCE)
    • Related Report
      2021 Research-status Report
    • Int'l Joint Research
  • [Presentation] Study on the use of acoustic information to realize estimation of bottom sediment in water that is robust against secular change2020

    • Author(s)
      Shota Takaki, Masahiro Migita, and Masashi Toda
    • Organizer
      The 15th International Student Conference on Advanced Science and Technology (ICAST2020)
    • Related Report
      2020 Research-status Report
    • Int'l Joint Research
  • [Presentation] トラッキング精度判定とカルマンフィルタによる水中動画の画質改善2020

    • Author(s)
      江頭誠, 右田雅裕, 榎本洸一郎, 小室孝, 戸田真志, 桒原康裕, 手塚尚明
    • Organizer
      動的画像処理実利用化ワークショップ(DIA2020)
    • Related Report
      2019 Research-status Report
  • [Presentation] カルマンフィルタを用いた海中画像の鮮明化に関する検討2019

    • Author(s)
      江頭誠, 右田雅裕, 榎本洸一郎, 小室孝, 戸田真志, 桒原康裕, 手塚尚明
    • Organizer
      第22回 画像の認識・理解シンポジウム (MIRU2019)
    • Related Report
      2019 Research-status Report
  • [Presentation] Investigation of Influence of Change of Noise Variance in Removing Floating Matter from Underwater Images Using Kalman Filter2019

    • Author(s)
      Makoto Egashira, Masahiro Migita, Koichiro Enomoto, Takashi Komuro, Masashi Toda, Yasuhiro Kuwahara, Naoaki Tezuka
    • Organizer
      The 7th Asia International Symposium on Mechatronics(AISM2019)
    • Related Report
      2019 Research-status Report
  • [Presentation] トラッキンク精度判定を用いたカルマンフィルタによる高ノイズ映像の画質改善と水中動画への応用2019

    • Author(s)
      江頭誠, 右田雅裕, 榎本洸一郎, 小室孝, 戸田真志, 桒原康裕, 手塚尚明
    • Organizer
      ビジョン技術の実利用ワークショップ(ViEW2019)
    • Related Report
      2019 Research-status Report
  • [Presentation] カルマンフィルタの分散調整による水中映像からの浮遊物除去性能の検証2019

    • Author(s)
      江頭誠, 右田雅裕, 榎本洸一郎, 小室孝, 戸田真志, 桒原康裕, 手塚尚明
    • Organizer
      動的画像処理実利用化ワーク ショップ(DIA2019)
    • Related Report
      2018 Research-status Report
  • [Presentation] 逐次分散変更を利用したカルマンフィルタによる水中映像の画質改善2018

    • Author(s)
      江頭誠, 右田雅裕, 榎本洸一郎, 小室孝, 戸田真志, 桒原康裕, 手塚尚明
    • Organizer
      ビジョン技術の実利用ワークショップ (ViEW2018)
    • Related Report
      2018 Research-status Report
  • [Presentation] Removing Floating Matter from Underwater Images Using Kalman Filter2018

    • Author(s)
      Makoto Egashira, Masahiro Migita, Koichiro Enomoto, Takashi Komuro, Masashi Toda, Yasuhiro Kuwahara, Naoaki Teduka
    • Organizer
      2019 8th International Conference on Informatics, Electronics & Vision (ICIEV)
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research

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Published: 2018-04-23   Modified: 2025-01-30  

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