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A study on development of visualization techniques for indicating various sports contents under various environments and users

Research Project

Project/Area Number 17K00148
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Multimedia database
Research InstitutionHokkaido University

Principal Investigator

Takahashi Sho  北海道大学, 工学研究院, 准教授 (00708018)

Project Period (FY) 2017-04-01 – 2021-03-31
Project Status Completed (Fiscal Year 2020)
Budget Amount *help
¥4,680,000 (Direct Cost: ¥3,600,000、Indirect Cost: ¥1,080,000)
Fiscal Year 2020: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2019: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2018: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2017: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Keywordsスポーツ映像 / 視線データ / 検索システム / 可視化 / パス可能領域 / 距離計量学習 / 深層学習 / 交通工学 / マルチモーダルデータ分析 / パス可能領域推定 / 情報提示 / フォーメーション情報 / 戦術分析 / サッカー / パスコース / ラグビー / ユーザインターフェース / インターネット高度化 / 情報システム / 機械学習
Outline of Final Research Achievements

The formation of players is a very important element in tactics of field sports such as soccer, rugby football, and baseball, etc. These tactics are expressed by communicating with multiple players on the field. Thus, the analysis methods for the formation of players are necessary for understanding tactics of sports contents. Therefore, in this project, we constructed some advanced analysis methods for understanding tactics of sports contents based on the players' formation, and some visualization techniques which realize dynamic data indication with user’s skill and interest. The indicated data are players’ position, information of each team, a situation of the game, and tactics.

Academic Significance and Societal Importance of the Research Achievements

本研究では,利用者の「知識レベル」や「環境」等から,「所望する分析データ」と「利用環境に適応した提示方式」を定める理論の導出と,情報提示の基盤技術の構築を進めた.これによって,スポーツの効率的な観戦や教育等を助ける情報提示の基盤技術が進展した.また,スポーツの情報提示のみならず,社会基盤としての応用可能性も模索した.具体的には,道路利用時,すなわち交通のシーンにおいて,拡張現実等によって「利用者およびその周辺環境」に応じた情報提示の方法論を検討するに至った.これは主軸をスポーツの発展のための情報科学としての学際的な貢献であり,高い研究成果の意義が学術的・社会的に認められるものである.

Report

(5 results)
  • 2020 Annual Research Report   Final Research Report ( PDF )
  • 2019 Research-status Report
  • 2018 Research-status Report
  • 2017 Research-status Report
  • Research Products

    (57 results)

All 2021 2020 2019 2018 2017 Other

All Int'l Joint Research (2 results) Journal Article (13 results) (of which Peer Reviewed: 13 results,  Open Access: 6 results) Presentation (41 results) (of which Int'l Joint Research: 21 results) Remarks (1 results)

  • [Int'l Joint Research] University of Florence(イタリア)

    • Related Report
      2019 Research-status Report
  • [Int'l Joint Research] University of Florence(イタリア)

    • Related Report
      2018 Research-status Report
  • [Journal Article] AR-based HMI for supporting Merging Behavior at Expressway and Its Verification2021

    • Author(s)
      丸山凌平, 高橋翔, 萩原亨, 寺倉嘉宏
    • Journal Title

      The Transactions of Human Interface Society

      Volume: 23 Issue: 1 Pages: 19-28

    • DOI

      10.11184/his.23.1_19

    • NAID

      130007991295

    • ISSN
      1344-7262, 2186-8271
    • Year and Date
      2021-02-25
    • Related Report
      2020 Annual Research Report
    • Peer Reviewed
  • [Journal Article] [Paper] User-selectable Event Summarization in Unedited Raw Soccer Video via Multimodal Bidirectional LSTM2021

    • Author(s)
      Haruyama Tomoki、Takahashi Sho、Ogawa Takahiro、Haseyama Miki
    • Journal Title

      ITE Transactions on Media Technology and Applications

      Volume: 9 Issue: 1 Pages: 42-53

    • DOI

      10.3169/mta.9.42

    • NAID

      130007965625

    • ISSN
      2186-7364
    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] EDGE COMPUTING SYSTEM FOR ACCUMULATING DATA OF AVOIDANCE BEHAVIOR ON BICYCLE TRIPS2021

    • Author(s)
      八木雅大, 高橋翔, 萩原亨
    • Journal Title

      Journal of Japan Society of Civil Engineers, Ser. D3 (Infrastructure Planning and Management)

      Volume: 76 Issue: 5 Pages: I_859-I_867

    • DOI

      10.2208/jscejipm.76.5_I_859

    • NAID

      130008028091

    • ISSN
      2185-6540
    • Related Report
      2020 Annual Research Report
    • Peer Reviewed
  • [Journal Article] CYCLISTS' AVOIDANCE BEHAVIOR DETECTION BASED ON A MULTIMODAL APPROACH FOR ROAD MANAGEMENT2021

    • Author(s)
      Masahiro Yagi, Sho Takahashi, Toru Hagiwara
    • Journal Title

      Journal of Japan Society of Civil Engineers, Ser. D3 (Infrastructure Planning and Management)

      Volume: 76 Issue: 5 Pages: I_899-I_907

    • DOI

      10.2208/jscejipm.76.5_I_899

    • NAID

      130008028083

    • ISSN
      2185-6540
    • Related Report
      2020 Annual Research Report
    • Peer Reviewed
  • [Journal Article] [Paper] A Method for Player Importance Prediction from Player Network Using Gaze Position Estimated by LSTM2020

    • Author(s)
      Suzuki Genki、Takahashi Sho、Ogawa Takahiro、Haseyama Miki
    • Journal Title

      ITE Transactions on Media Technology and Applications

      Volume: 8 Issue: 3 Pages: 151-160

    • DOI

      10.3169/mta.8.151

    • NAID

      130007868235

    • ISSN
      2186-7364
    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] [Papers] Multimodal Important Scene Detection in Far-view Soccer Videos Based on Single Deep Neural Architecture2020

    • Author(s)
      Haruyama Tomoki、Takahashi Sho、Ogawa Takahiro、Haseyama Miki
    • Journal Title

      ITE Transactions on Media Technology and Applications

      Volume: 8 Issue: 2 Pages: 89-99

    • DOI

      10.3169/mta.8.89

    • NAID

      130007825880

    • ISSN
      2186-7364
    • Related Report
      2020 Annual Research Report 2019 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Interest Level Estimation Based on Tensor Completion via Feature Integration for Partially Paired Users’ Behavior and Videos2019

    • Author(s)
      Tetsuya Kushima, Sho Takahashi, Takahiro Ogawa, Miki Haseyama
    • Journal Title

      IEEE Access

      Volume: 7 Pages: 148576-148585

    • DOI

      10.1109/access.2019.2946912

    • Related Report
      2019 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Team Tactics Estimation in Soccer Videos Based on a Deep Extreme Learning Machine and Characteristics of the Tactics2019

    • Author(s)
      Genki Suzuki, Sho Takahashi, Takahiro Ogawa, Miki Haseyama
    • Journal Title

      IEEE Access

      Volume: 7 Pages: 153238-153248

    • DOI

      10.1109/access.2019.2946378

    • Related Report
      2019 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Convolutional Sparse Coding-based Deep Random Vector Functional Link Network for Distress Classification of Road Structures2019

    • Author(s)
      Keisuke Maeda, Takahiro Ogawa, Miki Haseyama, and Sho Takahashi
    • Journal Title

      Computer-Aided Civil and Infrastructure Engineering

      Volume: 34 Issue: 8 Pages: 654-676

    • DOI

      10.1111/mice.12451

    • NAID

      120006876280

    • Related Report
      2019 Research-status Report
    • Peer Reviewed
  • [Journal Article] Binary Sparse Representation Based on Arbitrary Quality Metrics and Its Applications2018

    • Author(s)
      Takahiro Ogawa, Sho Takahashi, Naofumi Wada, Akira Tanaka, Miki Haseyama
    • Journal Title

      IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences

      Volume: E101.A Issue: 11 Pages: 1776-1785

    • DOI

      10.1587/transfun.E101.A.1776

    • NAID

      130007502787

    • ISSN
      0916-8508, 1745-1337
    • Year and Date
      2018-11-01
    • Related Report
      2018 Research-status Report
    • Peer Reviewed
  • [Journal Article] Distress classification of class-imbalanced inspection data via correlation-maximizing weighted extreme learning machine2018

    • Author(s)
      Maeda Keisuke、Takahashi Sho、Ogawa Takahiro、Haseyama Miki
    • Journal Title

      Advanced Engineering Informatics

      Volume: 37 Pages: 79-87

    • DOI

      10.1016/j.aei.2018.04.014

    • Related Report
      2018 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] A RETRIEVAL METHOD OF SIMILAR INSPECTION RECORDS BASED ON EXPERIENCED INSPECTORS' EVALUATION2018

    • Author(s)
      斉藤僚汰, 髙橋翔, 小川貴弘, 長谷山美紀
    • Journal Title

      Journal of Japan Society of Civil Engineers, Ser. F3 (Civil Engineering Informatics)

      Volume: 74 Issue: 1 Pages: 67-77

    • DOI

      10.2208/jscejcei.74.67

    • NAID

      120006536952

    • ISSN
      2185-6591
    • Related Report
      2018 Research-status Report
    • Peer Reviewed
  • [Journal Article] Estimation of Deterioration Levels of Transmission Towers via Deep Learning Maximizing Canonical Correlation between Heterogeneous Features2018

    • Author(s)
      Keisuke Maeda, Sho Takahashi, Takahiro Ogawa, Miki Haseyama
    • Journal Title

      IEEE Journal of Selected Topics in Signal Processing

      Volume: 12 Issue: 4 Pages: 633-644

    • DOI

      10.1109/jstsp.2018.2849593

    • NAID

      120006502506

    • Related Report
      2018 Research-status Report
    • Peer Reviewed
  • [Presentation] Similar Scene Retrieval in Soccer Videos with Weak Annotations by Multimodal Use of Bidirectional LSTM2021

    • Author(s)
      Tomoki Haruyama, Sho Takahashi, Takahiro Ogawa, Miki Haseyama
    • Organizer
      ACM Multimedia Asia 2020
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] サッカー映像における情報の提示位置の推定に関する検討 ~ 視聴者の注視位置および選手位置に基づいたオブジェクト配置の決定 ~2021

    • Author(s)
      鈴木元樹, 高橋翔, 小川貴弘, 長谷山美紀
    • Organizer
      映像情報メディア学会技術報告
    • Related Report
      2020 Annual Research Report
  • [Presentation] 道路管理を支援するデータ集積のための自転車の動きに基づくエッジコンピューティングシステムに関する研究2020

    • Author(s)
      八木雅大, 高橋翔, 萩原亨
    • Organizer
      映像情報メディア学会技術報告
    • Related Report
      2020 Annual Research Report
  • [Presentation] 車載カメラを用いた堆雪による道路狭窄状況の階層的な推定に関する研究2020

    • Author(s)
      奥村耕三, 高橋翔, 萩原亨
    • Organizer
      映像情報メディア学会技術報告
    • Related Report
      2020 Annual Research Report
  • [Presentation] An Estimation Method of Road Narrowing Condition in in-Vehicle Camera2020

    • Author(s)
      Kozo Okumura, Sho Takahashi, Toru Hagiwara
    • Organizer
      IEEE Global Conference on Consumer Electronics (GCCE 2020)
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Visibility Level Estimation in Winter CCTV Images Based on Decision Level Fusion Using Logistic Regression2020

    • Author(s)
      Shotaro Kawata, Sho Takahashi, Toru Hagiwara
    • Organizer
      IEEE Global Conference on Consumer Electronics (GCCE 2020)
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] An Estimation Method of Visibility Level Based on Low Rank Matrix Completion Using Positional Relationship of GPV Data2020

    • Author(s)
      Gen Ohkama, Sho Takahashi, Toru Hagiwara
    • Organizer
      IEEE Global Conference on Consumer Electronics (GCCE 2020)
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A Study on Avoidance Behavior on Bicycle Trips Detection Using Multiple Features for Improvement Road Management2020

    • Author(s)
      Masahiro Yagi, Sho Takahashi,Toru Hagiwara
    • Organizer
      IEEE International Conference on Consumer Electronics - Taiwan (ICCE-Taiwan 2020)
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Automatic Generation of Training Data for Deep Learning in AR-based Transportation Support System2020

    • Author(s)
      Takayuki Abe, Sho Takahashi,Toru Hagiwara
    • Organizer
      IEEE International Conference on Consumer Electronics - Taiwan (ICCE-Taiwan 2020)
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] An Estimation Method of Visibility Level Based on Low Rank Matrix Completion Using GPV Data2020

    • Author(s)
      Gen Ohkama, Sho Takahashi,Toru Hagiwara
    • Organizer
      IEEE International Conference on Consumer Electronics - Taiwan (ICCE-Taiwan 2020)
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] An Estimation Method of Visibility Level on Winter Road Based on Multiple Features in CCTV Images2020

    • Author(s)
      Shotaro Kawata, Sho Takahashi,Toru Hagiwara
    • Organizer
      IEEE International Conference on Consumer Electronics - Taiwan (ICCE-Taiwan 2020)
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] An Estimation Method of Candidate Region for Superimposing Information Based on Gaze Tracking Data in Soccer Videos2020

    • Author(s)
      Genki Suzuki, Sho Takahashi,Takahiro Ogawa, Mik Haseyama
    • Organizer
      IEEE International Conference on Consumer Electronics - Taiwan (ICCE-Taiwan 2020)
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Bidirectional LSTMを用いた特徴変換に基づくサッカー映像における類似場面の検索に関する検討2020

    • Author(s)
      春山 知生, 高橋 翔, 小川 貴弘, 長谷山 美紀
    • Organizer
      第23回画像の認識・理解シンポジウム (MIRU2020)
    • Related Report
      2020 Annual Research Report
  • [Presentation] Bidirectional LSTMを用いたサッカー映像におけるイベント分類に関する検討2020

    • Author(s)
      春山 知生, 高橋 翔, 小川 貴弘, 長谷山 美紀
    • Organizer
      映像情報メディア学会技術報告
    • Related Report
      2019 Research-status Report
  • [Presentation] サッカー映像視聴時の視線データを用いた情報の提示領域の算出に関する検討2020

    • Author(s)
      鈴木 元樹, 高橋 翔, 小川 貴弘, 長谷山 美紀
    • Organizer
      映像情報メディア学会技術報告
    • Related Report
      2019 Research-status Report
  • [Presentation] 深層学習を用いたARによる道路情報提示のための学習データの自動生成 に関する検討2020

    • Author(s)
      阿部 恭征, 高橋 翔, 萩原 亨
    • Organizer
      土木学会北海道支部 令和元年度年次技術研究発表会
    • Related Report
      2019 Research-status Report
  • [Presentation] Retrieval of Similar Scenes Based on Multimodal Distance Metric Learning in Soccer Videos2019

    • Author(s)
      Tomoki Haruyma, Sho Takahashi, Takahiro Ogawa, Miki Haseyama
    • Organizer
      2nd International ACM Workshop on Multimedia Content Analysis in Sports (ACM MMSports’19)
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] Similarity Calculation Based on Pass Regions in Soccer Videos2019

    • Author(s)
      Sho Takahashi, Marco Bertini, Alberto Del Bimbo, Mik Haseyama, Toru Hagiwara
    • Organizer
      IEEE Global Conference on Consumer Electronics (GCCE 2019)
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] Data Accumulation System of Obstacle Avoidance Behavior on Bicycle Trip for Transportation Engineering2019

    • Author(s)
      Sho Takahashi, Masahiro Yagi, Toru Hagiwara
    • Organizer
      IEEE Global Conference on Consumer Electronics (GCCE 2019)
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] A Method for Predicting Importance of Attack Players Based on Multiple Gaze Tracking Data in Soccer Videos2019

    • Author(s)
      Genki Suzuki, Sho Takahashi, Takahiro Ogawa, Miki Haseyama
    • Organizer
      IEEE Global Conference on Consumer Electronics (GCCE 2019)
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] Multimodal Retrieval of Similar Soccer Videos Based on Optimal Combination of Multiple Distance Measures2019

    • Author(s)
      Tomoki Haruyma, Sho Takahashi, Takahiro Ogawa, Miki Haseyama
    • Organizer
      IEEE Global Conference on Consumer Electronics (GCCE 2019)
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] Analysis of Various Web Data for Visualization of Travel Time and Accessibility2019

    • Author(s)
      Kozo Okumura, Sho Takahashi, Toru Hagiwara
    • Organizer
      IEEE Global Conference on Consumer Electronics (GCCE 2019)
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] A Calculation Method of Degree of Data Indication Regions in First-Person View Videos for Improvement Transportation2019

    • Author(s)
      Takayuki Abe, Sho Takahashi, Toru Hagiwara
    • Organizer
      IEEE Global Conference on Consumer Electronics (GCCE 2019)
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] サッカー映像を用いた距離計量学習に基づく類似場面の検索に関する検討2019

    • Author(s)
      春山 知生, 高橋 翔, 小川 貴弘, 長谷山 美紀
    • 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] サッカー映像視聴時の複数の視線データを用いた攻撃選手の重要度算出に関する検討2019

    • Author(s)
      鈴木 元樹, 高橋 翔, 小川 貴弘, 長谷山 美紀
    • 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] サッカー映像視聴時の視線データを用いた周辺視に基づく攻撃選手の重要度算出に関する検討2019

    • Author(s)
      鈴木 元樹, 高橋 翔, 小川 貴弘, 長谷山 美紀
    • Organizer
      令和元年度 電気・情報関係学会北海道支部連合大会
    • Related Report
      2019 Research-status Report
  • [Presentation] 複数の特徴量から得られる類似度の統合に基づくサッカー映像における類似場面検索の高精度化に関する検討2019

    • Author(s)
      春山 知生, 高橋 翔, 小川 貴弘, 長谷山 美紀
    • Organizer
      令和元年度 電気・情報関係学会北海道支部連合大会
    • Related Report
      2019 Research-status Report
  • [Presentation] Field Position Estimation in Soccer Videos Using Convolutional Neural Network-based Image Features2019

    • Author(s)
      Genki Suzuki, Sho Takahashi, Takahiro Ogawa, Miki Haseyama
    • Organizer
      The 2019 Joint International Workshop IWAIT-IFMIA (IWAIT-IFMIA 2019)
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] OpenPoseに基づくユーザの動作を用いた映像の関心度推定に関する検討2019

    • Author(s)
      九島 哲哉, 高橋 翔, 小川 貴弘, 長谷山 美紀
    • Organizer
      映像情報メディア学会技術報告
    • Related Report
      2018 Research-status Report
  • [Presentation] サッカー映像視聴時の視線データを用いた攻撃選手の重要度算出に関する検討2019

    • Author(s)
      鈴木 元樹, 高橋 翔, 小川 貴弘, 長谷山 美紀
    • Organizer
      映像情報メディア学会技術報告
    • Related Report
      2018 Research-status Report
  • [Presentation] 異種特徴を用いた深層学習に基づく送電鉄塔の劣化レベル分類の高精度化に関する検討2019

    • Author(s)
      前田 圭介, 高橋 翔, 小川 貴弘, 長谷山 美紀
    • Organizer
      映像情報メディア学会技術報告
    • Related Report
      2018 Research-status Report
  • [Presentation] Estimation of users’ interest levels using tensor completion with SemiCCA2019

    • Author(s)
      Tetsuya Kushima, Sho Takahashi, Takahiro Ogawa, Miki Haseyama
    • Organizer
      The 2019 IEEE 1st Global Conference on Life Sciences and Technologies (LifeTech 2019)
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Interest Level Estimation of Items via Matrix Completion Based on Adaptive User Matrix Construction2018

    • Author(s)
      Tetsuya Kushima, Sho Takahashi, Takahiro Ogawa, Miki Haseyama
    • Organizer
      IEEE International Conference on Multimedia and Expo (ICME 2018)
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Team Tactics Estimation in Soccer Videos via Deep Extreme Learning Machine Based on Players Formation2018

    • Author(s)
      Genki Suzuki, Sho Takahashi, Takahiro Ogawa, Miki Haseyama
    • Organizer
      IEEE Global Conference on Consumer Electronics (GCCE 2018)
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Estimation of Important Scenes in Soccer Videos Based on Collaborative Use of Audio-Visual CNN Features2018

    • Author(s)
      Tomoki Haruyma, Sho Takahashi, Takahiro Ogawa, Miki Haseyama
    • Organizer
      IEEE Global Conference on Consumer Electronics (GCCE 2018)
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Convolutional Sparse Codingを導入した深層学習に基づく変状分類手法の構築2018

    • Author(s)
      前田 圭介, 高橋 翔, 小川 貴弘, 長谷山 美紀
    • Organizer
      第21回画像の認識・理解シンポジウム (MIRU2018)
    • Related Report
      2018 Research-status Report
  • [Presentation] ユーザの動作を用いた行列補完に基づく関心度の推定に関する検討 -特徴選択の導入による高精度化-2018

    • Author(s)
      九島 哲哉, 高橋 翔, 小川 貴弘, 長谷山 美紀
    • Organizer
      第21回画像の認識・理解シンポジウム (MIRU2018)
    • Related Report
      2018 Research-status Report
  • [Presentation] アクティブネットを用いたラグビー映像におけるパス可能領域の推定に関する検討2018

    • Author(s)
      高橋 翔, 長谷山 美紀
    • Organizer
      映像情報メディア学会技術報告
    • Related Report
      2017 Research-status Report
  • [Presentation] 再帰型ニューラルネットワークを用いたサッカー映像における基本戦術の推定に関する検討2018

    • Author(s)
      鈴木 元樹, 高橋 翔, 小川 貴弘, 長谷山 美紀
    • Organizer
      映像情報メディア学会技術報告
    • Related Report
      2017 Research-status Report
  • [Presentation] サッカー映像における選手配置に注目した類似場面検出に関する検討2017

    • Author(s)
      高橋 翔, 長谷山 美紀
    • Organizer
      映像情報メディア学会技術報告
    • Related Report
      2017 Research-status Report
  • [Presentation] Deep Extreme Learning Machineに基づくサッカー映像に撮像されたフィールド位置の推定に関する検討2017

    • Author(s)
      鈴木 元樹, 高橋 翔, 小川 貴弘, 長谷山 美紀
    • Organizer
      映像情報メディア学会技術報告
    • Related Report
      2017 Research-status Report
  • [Remarks] 高橋翔

    • URL

      https://www-lmd.ist.hokudai.ac.jp/sho-takahashi/

    • Related Report
      2020 Annual Research Report

URL: 

Published: 2017-04-28   Modified: 2022-01-27  

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