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Establishment of an Integrated Framework for Image-Based Biometrics and Artifact metrics

Research Project

Project/Area Number 21H03457
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Review Section Basic Section 61010:Perceptual information processing-related
Research InstitutionTohoku University

Principal Investigator

Aoki Takafumi  東北大学, 情報科学研究科, 教授 (80241529)

Co-Investigator(Kenkyū-buntansha) 伊藤 康一  東北大学, 情報科学研究科, 准教授 (70400299)
Project Period (FY) 2021-04-01 – 2024-03-31
Project Status Completed (Fiscal Year 2023)
Budget Amount *help
¥17,290,000 (Direct Cost: ¥13,300,000、Indirect Cost: ¥3,990,000)
Fiscal Year 2023: ¥5,460,000 (Direct Cost: ¥4,200,000、Indirect Cost: ¥1,260,000)
Fiscal Year 2022: ¥5,460,000 (Direct Cost: ¥4,200,000、Indirect Cost: ¥1,260,000)
Fiscal Year 2021: ¥6,370,000 (Direct Cost: ¥4,900,000、Indirect Cost: ¥1,470,000)
Keywords画像,文章,音声等認識 / バイオメトリクス / 画像照合 / ディジタル信号処理 / 機械学習 / 移送限定相関法 / 人工物メトリクス / 位相限定相関法
Outline of Research at the Start

画像に含まれる生体/人工物について,対象固有の特徴量(ID情報)を抽出し,識別・分類・加工・保護するとともに,そのID情報を転写した新たな画像を合成するなど,一連の基本操作を体系化し,基本操作アルゴリズムライブラリを整備する.その際に,GPUやFPGAなどを用いたメニーコアアーキテクチャへの実装についても検討する.これに基づき7つの分野の応用研究を行い,有効性を実証する.

Outline of Final Research Achievements

In this research project, we investigated a framework for biometrics/artifactometrics that systematizes a series of fundamental operations, such as extracting the unique characteristics (ID information) of the subject of an image, identifying, classifying, processing, and protecting it, and synthesizing a new image from which the ID information is transferred. The effectiveness of the framework was demonstrated by applying it to various biometrics such as hand and face, spoof detection, template protection, medical image analysis, forensic personal identification, and object fingerprinting techniques.

Academic Significance and Societal Importance of the Research Achievements

本研究課題の推進によって得られた,画像中の生体/人工物について,対象固有のID情報を特徴量として抽出し,識別・分類・加工・保護などを行い,さらには生成ネットワーク等を活用して,ID情報を転写した新たな画像を合成するフレームワークは,バイオメトリクス/人工物メトリクスの新しい研究の潮流となった.また,所有物などに固有のID情報を付加できる認証可能アバターの研究は,認証を基本とするサービス提供が拡大している社会に少なからず貢献したと考える.

Report

(4 results)
  • 2023 Annual Research Report   Final Research Report ( PDF )
  • 2022 Annual Research Report
  • 2021 Annual Research Report
  • Research Products

    (66 results)

All 2024 2023 2022 2021 Other

All Int'l Joint Research (1 results) Journal Article (23 results) (of which Int'l Joint Research: 2 results,  Peer Reviewed: 22 results,  Open Access: 8 results) Presentation (42 results) (of which Int'l Joint Research: 17 results)

  • [Int'l Joint Research] 台湾国立精華大学(その他の国・地域)

    • Related Report
      2021 Annual Research Report
  • [Journal Article] Cancelable Face Recognition Using Deep Steganography2024

    • Author(s)
      Ito Koichi、Kozu Takashi、Kawai Hiroya、Hanawa Goki、Aoki Takafumi
    • Journal Title

      IEEE Transactions on Biometrics, Behavior, and Identity Science

      Volume: 6 Issue: 1 Pages: 87-102

    • DOI

      10.1109/tbiom.2023.3327694

    • Related Report
      2023 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Neural Radiance Field-Inspired Depth Map Refinement for Accurate Multi-View Stereo2024

    • Author(s)
      Ito Shintaro、Miura Kanta、Ito Koichi、Aoki Takafumi
    • Journal Title

      Journal of Imaging

      Volume: 10 Issue: 3 Pages: 68-68

    • DOI

      10.3390/jimaging10030068

    • Related Report
      2023 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] PM-MVS: PatchMatch multi-view stereo2023

    • Author(s)
      Ito Koichi、Ito Takafumi、Aoki Takafumi
    • Journal Title

      Machine Vision and Applications

      Volume: 34 Issue: 2

    • DOI

      10.1007/s00138-023-01380-8

    • Related Report
      2023 Annual Research Report 2022 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Retinal Layer Segmentation from Oct Images Using 2D-3D Hybrid Network with Multi-Scale Loss and Refinement Module2023

    • Author(s)
      Konno Tsubasa、Ninomiya Takahiro、Miura Kanta、Ito Koichi、Himori Noriko、Sharma Parmanand、Nakazawa Toru、Aoki Takafumi
    • Journal Title

      Proceedings of IEEE International Symposium on Biomedical Imaging

      Volume: - Pages: 1-4

    • DOI

      10.1109/isbi53787.2023.10230693

    • Related Report
      2023 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Pose Estimation of Ultrasound Probe Using CNN and RNN with Image Reconstruction Loss2023

    • Author(s)
      Miura Kanta、Ito Koichi、Aoki Takafumi、Ohmiya Jun
    • Journal Title

      Proceedings of International Conference of the IEEE Engineering in Medicine & Biology Society

      Volume: - Pages: 1-4

    • DOI

      10.1109/embc40787.2023.10340326

    • Related Report
      2023 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Face Image De-identification Based on Feature Embedding for Privacy Protection2023

    • Author(s)
      Hanawa Goki、Ito Koichi、Aoki Takafumi
    • Journal Title

      Proceedings of International Conference of the Biometrics Special Interest Group

      Volume: - Pages: 1-6

    • DOI

      10.1109/biosig58226.2023.10345990

    • Related Report
      2023 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Depth Map Estimation from Multi-View Images with Nerf-Based Refinement2023

    • Author(s)
      Ito Shintaro、Miura Kanta、Ito Koichi、Aoki Takafumi
    • Journal Title

      Proceedings of IEEE International Conference on Image Processing

      Volume: - Pages: 2955-2959

    • DOI

      10.1109/icip49359.2023.10222229

    • Related Report
      2023 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Zooplankton Classification Using Hierarchical Attention Branch Network2023

    • Author(s)
      Ito Koichi、Miura Kanta、Aoki Takafumi、Otake Yurie、Makino Wataru、Urabe Jotaro
    • Journal Title

      Proceesings of Asian Conference on Pattern Recognition (LNCS 14407)

      Volume: - Pages: 409-419

    • DOI

      10.1007/978-3-031-47637-2_31

    • ISBN
      9783031476365, 9783031476372
    • Related Report
      2023 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Eye Biometrics Combined with Periocular and Iris Recognition Using CNN2023

    • Author(s)
      Tonosaki Taito、Kawakami Shokei、Ito Koichi、Aoki Takafumi、Yasumura Yoshiko、Fujio Masakazu、Kaga Yosuke、Takahashi Kenta
    • Journal Title

      Proceedings of Asia-Pacific Signal and Information Processing Association Annual Summit and Conference

      Volume: - Pages: 1804-1810

    • DOI

      10.1109/apsipaasc58517.2023.10317444

    • Related Report
      2023 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Face Attribute Estimation Using Multi-Task Convolutional Neural Network2022

    • Author(s)
      Kawai Hiroya、Ito Koichi、Aoki Takafumi
    • Journal Title

      Journal of Imaging

      Volume: 8 Issue: 4 Pages: 105-105

    • DOI

      10.3390/jimaging8040105

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Perfusion defects in non-enlarged metastatic lymph nodes using vessel wall magnetic resonance imaging: Detection performance and diagnostic value2022

    • Author(s)
      Sakamoto Maya、Kojima Ikuho、Iikubo Masahiro、Ito Koichi、Aoki Takafumi、Mori Shiro、Ogawa Takenori、Katori Yukio、Murata Takaki、Ito Daisuke、Kodama Tetsuya
    • Journal Title

      Clinical & Experimental Metastasis

      Volume: - Issue: 3 Pages: 421-431

    • DOI

      10.1007/s10585-022-10147-w

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Phase-Based Palmprint Identification With Convolutional Sparse Coding2022

    • Author(s)
      Marval-Perez Luis Rafael、Ito Koichi、Aoki Takafumi
    • Journal Title

      IEEE Transactions on Biometrics, Behavior, and Identity Science

      Volume: 4 Issue: 3 Pages: 424-438

    • DOI

      10.1109/tbiom.2022.3183568

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Fundamental Study of Neonate Fingerprint Recognition Using Fingerprint Classification2022

    • Author(s)
      Koda Yoshinori、Imai Haruki、Sasuga Nagisa、Ito Koichi、Aoki Takafumi、Kaneko Satoshi、Nzou Samson Muuo
    • Journal Title

      Proceedings of International Conference of the Biometrics Special Interest Group

      Volume: - Pages: 162-172

    • DOI

      10.1109/biosig55365.2022.9897017

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Fingerprint Feature Extraction Using CNN with Multiple Attention Mechanisms2022

    • Author(s)
      Sasuga Nagisa、Ito Koichi、Aoki Takafumi
    • Journal Title

      Proceedings of International Joint Conference on Biometrics

      Volume: - Pages: 1-8

    • DOI

      10.1109/ijcb54206.2022.10007957

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Accurate and Robust Image Correspondence for Structure-From-Motion and its Application to Multi-View Stereo2022

    • Author(s)
      Hoshi Shuhei、Ito Koichi、Aoki Takafumi
    • Journal Title

      Proceedings of International Conference on Image Processing

      Volume: - Pages: 2626-2630

    • DOI

      10.1109/icip46576.2022.9897304

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Spoofing Attack Detection in Face Recognition System Using Vision Transformer with Patch-wise Data Augmentation2022

    • Author(s)
      Watanabe Kota、Ito Koichi、Aoki Takafumi
    • Journal Title

      Proceedings of Asia-Pacific Signal and Information Processing Association Annual Summit and Conference

      Volume: - Pages: 1561-1565

    • DOI

      10.23919/apsipaasc55919.2022.9979996

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A Simple and Accurate CNN for Iris Recognition2022

    • Author(s)
      Kawakami Shokei、Kawai Hiroya、Ito Koichi、Aoki Takafumi、Yasumura Yoshiko、Fujio Masakazu、Kaga Yosuke、Takahashi Kenta
    • Journal Title

      Proceedings of Asia-Pacific Signal and Information Processing Association Annual Summit and Conference

      Volume: - Pages: 1566-1571

    • DOI

      10.23919/apsipaasc55919.2022.9980056

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Eyeglass Frame Segmentation for Face Image Processing2022

    • Author(s)
      Miura Kanta、Miyamoto Takamichi、Sakurai Kazuyuki、Ito Koichi、Aoki Takafumi
    • Journal Title

      Proceedings of Asia-Pacific Signal and Information Processing Association Annual Summit and Conference

      Volume: - Pages: 1572-1576

    • DOI

      10.23919/apsipaasc55919.2022.9980279

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed
  • [Journal Article] HandSegNet: Hand segmentation using convolutional neural network for contactless palmprint recognition2021

    • Author(s)
      Ito Koichi、Suzuki Yusei、Kawai Hiroya、Aoki Takafumi、Fujio Masakazu、Kaga Yosuke、Takahashi Kenta
    • Journal Title

      IET Biometrics

      Volume: 11 Issue: 2 Pages: 109-123

    • DOI

      10.1049/bme2.12058

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Pose Estimation of 2D Ultrasound Probe from Ultrasound Image Sequences Using CNN and RNN2021

    • Author(s)
      Miura Kanta、Ito Koichi、Aoki Takafumi、Ohmiya Jun、Kondo Satoshi
    • Journal Title

      Proceedings of International Workshop on Advances in Simplifying Medical Ultrasound

      Volume: - Pages: 96-105

    • DOI

      10.1007/978-3-030-87583-1_10

    • ISBN
      9783030875824, 9783030875831
    • Related Report
      2021 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Accurate 3D Measurement from Two SAR Images Without Prior Knowledge of Scene2021

    • Author(s)
      Insfran Karl、Ito Koichi、Aoki Takafumi
    • Journal Title

      Proceedings of IEEE International Geoscience and Remote Sensing Symposium

      Volume: - Pages: 4814-4817

    • DOI

      10.1109/igarss47720.2021.9554386

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Is CNN really looking at your face?2021

    • Author(s)
      Hiroya Kawai
    • Journal Title

      Proceedings of Asian Conference on Pattern Recognition

      Volume: - Pages: 1-14

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] A comprehensive study of face recognition using deep learning2021

    • Author(s)
      Koichi Ito
    • Journal Title

      Proceedings of Asia-Pacific Signal and Information Processing Association Annual Summit and Conference

      Volume: - Pages: 1762-1768

    • Related Report
      2021 Annual Research Report
  • [Presentation] Retinal layer segmentation from OCT Images Using 2D-3D hybrid network with multi-scale loss and refinement module2023

    • Author(s)
      Tsubasa Konno
    • Organizer
      IEEE International Symposium on Biomedical Imaging
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Pose estimation of ultrasound probe using CNN and RNN with image reconstruction loss2023

    • Author(s)
      Kanta Miura
    • Organizer
      International Conference of the IEEE Engineering in Medicine & Biology Society
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Face image de-identification based on feature embedding for privacy protection2023

    • Author(s)
      Goki Hanawa
    • Organizer
      International Conference of the Biometrics Special Interest Group
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Depth map estimation from multi-view images with NeRF-based refinement2023

    • Author(s)
      Shintaro Ito
    • Organizer
      IEEE International Conference on Image Processing
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Eye biometrics combined with periocular and iris recognition using CNN2023

    • Author(s)
      Koichi Ito
    • Organizer
      Asia-Pacific Signal and Information Processing Association Annual Summit and Conference
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Zooplankton classification using hierarchical attention branch network2023

    • Author(s)
      Koichi Ito
    • Organizer
      Asian Conference on Pattern Recognition
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Accuracy improvement of depth map estimation from multi-view images using NeRF2023

    • Author(s)
      Shintaro Ito
    • Organizer
      IEEE International Conference on Visual Communications and Image Processing
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 多視点ステレオのためのNeRFを用いたデプスマップ最適化に関する検討2023

    • Author(s)
      伊藤慎太郎
    • Organizer
      電子情報通信学会パターン認識・メディア理解研究会
    • Related Report
      2023 Annual Research Report
  • [Presentation] 印刷ムラを利用した人工物メトリクス2023

    • Author(s)
      酒井修二
    • Organizer
      第29回画像センシングシンポジウム
    • Related Report
      2023 Annual Research Report
  • [Presentation] 1D+2D U-Netを用いたOCT画像からの網膜層セグメンテーションの高精度化2023

    • Author(s)
      近野翼
    • Organizer
      電子情報通信学会医用画像研究会
    • Related Report
      2023 Annual Research Report
  • [Presentation] プライバシ保護のための特徴量埋め込みに基づく顔画像の非識別化とその性能評価2023

    • Author(s)
      塙剛生
    • Organizer
      第26回 画像の認識・理解シンポジウム
    • Related Report
      2023 Annual Research Report
  • [Presentation] 生成画像を用いたデータセットのクラス不均衡の解消2023

    • Author(s)
      張漢瑛
    • Organizer
      映像情報メディア学会メディア工学研究会サマーセミナー
    • Related Report
      2023 Annual Research Report
  • [Presentation] 顔画像生成を用いた顔属性のクラス不均衡の解消に関する検討2023

    • Author(s)
      張漢瑛
    • Organizer
      2023年度電気関係学会東北支部連合大会
    • Related Report
      2023 Annual Research Report
  • [Presentation] 1D+2D U-Netを用いた単一平面波イメージングの高画質化に関する検討2023

    • Author(s)
      設楽裕海
    • Organizer
      電子情報通信学会超音波研究会
    • Related Report
      2023 Annual Research Report
  • [Presentation] Fundamental study of neonate fingerprint recognition using fingerprint classification2022

    • Author(s)
      Yoshinori Koda
    • Organizer
      International Conference of the Biometrics Special Interest Group
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Fingerprint feature extraction using CNN with multiple attention mechanisms2022

    • Author(s)
      Nagisa Sasuga
    • Organizer
      International Joint Conference on Biometrics
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Accurate and robust image correspondence for structure-from-motion and its application to multi-view stereo2022

    • Author(s)
      Shuhei Hoshi
    • Organizer
      International Conference on Image Processing
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Spoofing attack detection in face recognition system using vision transformer with patch-wise data augmentation2022

    • Author(s)
      Kota Watanabe
    • Organizer
      Asia-Pacific Signal and Information Processing Association Annual Summit and Conference
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A simple and accurate CNN for iris recognition2022

    • Author(s)
      Shokei Kawakami
    • Organizer
      Asia-Pacific Signal and Information Processing Association Annual Summit and Conference
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Eyeglass frame segmentation for face image processing2022

    • Author(s)
      Kanta Miura
    • Organizer
      Asia-Pacific Signal and Information Processing Association Annual Summit and Conference
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Structure-from-Motionのための画像対応付けの高精度化2022

    • Author(s)
      星秀平
    • Organizer
      第25回 画像の認識・理解シンポジウム
    • Related Report
      2022 Annual Research Report
  • [Presentation] Vision Transformerを用いた顔なりすまし攻撃検知とその高精度化2022

    • Author(s)
      渡邉浩太
    • Organizer
      第25回 画像の認識・理解シンポジウム
    • Related Report
      2022 Annual Research Report
  • [Presentation] ブランクトン画像のためのAttention Branch Networkに基づく階層的分類手法の検討2022

    • Author(s)
      吉田凌太朗
    • Organizer
      第25回 画像の認識・理解シンポジウム
    • Related Report
      2022 Annual Research Report
  • [Presentation] アテンション機構を伴う畳み込みニューラルネットワークを用いた指紋認証の検討2022

    • Author(s)
      流石凪彩
    • Organizer
      第25回 画像の認識・理解シンポジウム
    • Related Report
      2022 Annual Research Report
  • [Presentation] 顔画像処理のためのメガネフレームのセグメンテーション2022

    • Author(s)
      三浦幹太
    • Organizer
      第25回 画像の認識・理解シンポジウム
    • Related Report
      2022 Annual Research Report
  • [Presentation] Accurate 3D measurement from two SAR images without prior knowledge of scene2021

    • Author(s)
      Karl Insfran
    • Organizer
      IEEE International Geoscience and Remote Sensing Symposium
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Pose estimation of 2D ultrasound probe from ultrasound image sequences using CNN and RNN2021

    • Author(s)
      Kanta Miura
    • Organizer
      International Workshop on Advances in Simplifying Medical Ultrasound
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Is CNN really looking at your face?2021

    • Author(s)
      Hiroya Kawai
    • Organizer
      Asian Conference on Pattern Recognition
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A comprehensive study of face recognition using deep learning2021

    • Author(s)
      Koichi Ito
    • Organizer
      Asia-Pacific Signal and Information Processing Association Annual Summit and Conference
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] テクスチャとデプス特徴を用いた顔なりすまし攻撃検知に関する検討2021

    • Author(s)
      渡邉浩太
    • Organizer
      2021年度電気関係学会東北支部連合大会
    • Related Report
      2021 Annual Research Report
  • [Presentation] 周波数特性に基づくアテンション機構を用いた指紋認証に関する検討2021

    • Author(s)
      流石凪彩
    • Organizer
      2021年度電気関係学会東北支部連合大会
    • Related Report
      2021 Annual Research Report
  • [Presentation] RNNを用いた超音波プローブの位置姿勢推定手法の検討2021

    • Author(s)
      三浦幹太
    • Organizer
      電子情報通信学会医用画像研究会
    • Related Report
      2021 Annual Research Report
  • [Presentation] 畳み込みニューラルネットワークと認知機能テストを用いたアルツハイマー病鑑別2021

    • Author(s)
      遠藤大樹
    • Organizer
      第24回 画像の認識・理解シンポジウム
    • Related Report
      2021 Annual Research Report
  • [Presentation] ステガノグラフィを用いたプライバシ保護顔認証とその安全性評価2021

    • Author(s)
      神津岳志
    • Organizer
      第24回 画像の認識・理解シンポジウム
    • Related Report
      2021 Annual Research Report
  • [Presentation] 周波数特性を用いた指紋認証に関する検討2021

    • Author(s)
      流石凪彩
    • Organizer
      映像情報メディア学会メディア工学研究会サマーセミナー2021
    • Related Report
      2021 Annual Research Report
  • [Presentation] テクスチャとデプス特徴に基づく顔なりすまし攻撃検知手法とその評価2021

    • Author(s)
      渡邉浩太
    • Organizer
      映像情報メディア学会メディア工学研究会サマーセミナー2021
    • Related Report
      2021 Annual Research Report
  • [Presentation] 超音波プローブの位置姿勢推定のためのデータセットの構築2021

    • Author(s)
      三浦幹太
    • Organizer
      電子情報通信学会医用画像研究会
    • Related Report
      2021 Annual Research Report
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Published: 2021-04-28   Modified: 2025-01-30  

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