DE112004001468B4 - Berücksichtigung von bekannten räumlichen Daten bei der Klassifikation - Google Patents

Berücksichtigung von bekannten räumlichen Daten bei der Klassifikation Download PDF

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Publication number
DE112004001468B4
DE112004001468B4 DE112004001468.9T DE112004001468T DE112004001468B4 DE 112004001468 B4 DE112004001468 B4 DE 112004001468B4 DE 112004001468 T DE112004001468 T DE 112004001468T DE 112004001468 B4 DE112004001468 B4 DE 112004001468B4
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Germany
Prior art keywords
lung
candidate
image
bronchial
classifier
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Expired - Fee Related
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DE112004001468.9T
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German (de)
English (en)
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DE112004001468T5 (de
Inventor
Arun Krishnan
Glenn Fung
Jonathan Stoeckel
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Siemens Healthcare GmbH
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Siemens Medical Solutions USA Inc
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Publication date
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Publication of DE112004001468T5 publication Critical patent/DE112004001468T5/de
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    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00—Image analysis
    • G06T7/0002—Inspection of images, e.g. flaw detection
    • G06T7/0012—Biomedical image inspection
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V30/00—Character recognition; Recognising digital ink; Document-oriented image-based pattern recognition
    • G06V30/10—Character recognition
    • G06V30/24—Character recognition characterised by the processing or recognition method
    • G06V30/242—Division of the character sequences into groups prior to recognition; Selection of dictionaries
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/10—Image acquisition modality
    • G06T2207/10072—Tomographic images
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/20—Special algorithmic details
    • G06T2207/20004—Adaptive image processing
    • G06T2207/20012—Locally adaptive
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/30—Subject of image; Context of image processing
    • G06T2207/30004—Biomedical image processing
    • G06T2207/30061—Lung
    • G06T2207/30064—Lung nodule

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  • Engineering & Computer Science (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Theoretical Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Physics & Mathematics (AREA)
  • Nuclear Medicine, Radiotherapy & Molecular Imaging (AREA)
  • Quality & Reliability (AREA)
  • Radiology & Medical Imaging (AREA)
  • Health & Medical Sciences (AREA)
  • Medical Informatics (AREA)
  • General Health & Medical Sciences (AREA)
  • Multimedia (AREA)
  • Image Analysis (AREA)
  • Apparatus For Radiation Diagnosis (AREA)
  • Measuring And Recording Apparatus For Diagnosis (AREA)
  • Ultra Sonic Daignosis Equipment (AREA)
  • Image Processing (AREA)
  • Magnetic Resonance Imaging Apparatus (AREA)
  • Information Retrieval, Db Structures And Fs Structures Therefor (AREA)
DE112004001468.9T 2003-08-13 2004-08-13 Berücksichtigung von bekannten räumlichen Daten bei der Klassifikation Expired - Fee Related DE112004001468B4 (de)

Applications Claiming Priority (5)

Application Number Priority Date Filing Date Title
US49464603P 2003-08-13 2003-08-13
US60/494,646 2003-08-13
US10/915,076 2004-08-10
US10/915,076 US7634120B2 (en) 2003-08-13 2004-08-10 Incorporating spatial knowledge for classification
PCT/US2004/026425 WO2005017815A2 (en) 2003-08-13 2004-08-13 Incorporating spatial knowledge for classification

Publications (2)

Publication Number Publication Date
DE112004001468T5 DE112004001468T5 (de) 2008-02-14
DE112004001468B4 true DE112004001468B4 (de) 2017-08-17

Family

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Family Applications (1)

Application Number Title Priority Date Filing Date
DE112004001468.9T Expired - Fee Related DE112004001468B4 (de) 2003-08-13 2004-08-13 Berücksichtigung von bekannten räumlichen Daten bei der Klassifikation

Country Status (4)

Country Link
US (1) US7634120B2 (cg-RX-API-DMAC7.html)
JP (1) JP5105876B2 (cg-RX-API-DMAC7.html)
DE (1) DE112004001468B4 (cg-RX-API-DMAC7.html)
WO (1) WO2005017815A2 (cg-RX-API-DMAC7.html)

Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US11568625B2 (en) 2021-01-07 2023-01-31 Nvidia Corporation Targeted object detection in image processing applications

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* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US7903857B2 (en) * 2006-04-17 2011-03-08 Siemens Medical Solutions Usa, Inc. Robust click-point linking with geometric configuration context: interactive localized registration approach
US8015131B2 (en) * 2007-10-12 2011-09-06 Microsoft Corporation Learning tradeoffs between discriminative power and invariance of classifiers
US9384397B2 (en) * 2013-08-22 2016-07-05 Ut-Battelle, Llc Model for mapping settlements
US20250086967A1 (en) * 2023-09-12 2025-03-13 Terra Vista Gestora De Rescursos Ltda. Digital measurement, reporting and verification system

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WO2003070102A2 (en) * 2002-02-15 2003-08-28 The Regents Of The University Of Michigan Lung nodule detection and classification

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US5638458A (en) * 1993-11-30 1997-06-10 Arch Development Corporation Automated method and system for the detection of gross abnormalities and asymmetries in chest images
JPH07194583A (ja) * 1993-12-29 1995-08-01 Toshiba Corp Ｘ線診断装置
US5612901A (en) * 1994-05-17 1997-03-18 Gallegos; Sonia C. Apparatus and method for cloud masking
JPH07323024A (ja) * 1994-06-01 1995-12-12 Konica Corp 画像診断支援装置
US5842194A (en) * 1995-07-28 1998-11-24 Mitsubishi Denki Kabushiki Kaisha Method of recognizing images of faces or general images using fuzzy combination of multiple resolutions
EP0766205B1 (fr) * 1995-09-29 2003-12-03 Koninklijke Philips Electronics N.V. Procédé et dispositif de traitement d'image, pour la détection automatique de régions d'un type prédéterminé de cancer dans une image d'intensité
US6125194A (en) * 1996-02-06 2000-09-26 Caelum Research Corporation Method and system for re-screening nodules in radiological images using multi-resolution processing, neural network, and image processing
TW514513B (en) * 1996-02-06 2002-12-21 Deus Technologies Inc Method for the detection of lung nodule in radiological images using digital image processing and artificial neural network
US5757953A (en) * 1996-02-29 1998-05-26 Eastman Kodak Company Automated method and system for region decomposition in digital radiographic images
US6909797B2 (en) * 1996-07-10 2005-06-21 R2 Technology, Inc. Density nodule detection in 3-D digital images
JPH1091782A (ja) * 1996-09-10 1998-04-10 Olympus Optical Co Ltd 濃淡画像用特定部位抽出方法
US5943435A (en) * 1997-10-07 1999-08-24 Eastman Kodak Company Body part recognition in radiographic images
US6282307B1 (en) * 1998-02-23 2001-08-28 Arch Development Corporation Method and system for the automated delineation of lung regions and costophrenic angles in chest radiographs
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JP5388393B2 (ja) * 2001-04-27 2014-01-15 キヤノン株式会社 画像処理装置および画像処理方法、制御プログラム
JP3970570B2 (ja) * 2001-10-05 2007-09-05 富士フイルム株式会社 異常陰影検出装置および胸筋領域抽出装置
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* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US6549646B1 (en) * 2000-02-15 2003-04-15 Deus Technologies, Llc Divide-and-conquer method and system for the detection of lung nodule in radiological images
WO2003070102A2 (en) * 2002-02-15 2003-08-28 The Regents Of The University Of Michigan Lung nodule detection and classification

Non-Patent Citations (1)

* Cited by examiner, † Cited by third party
Title
R. Paredes, D. Keysers, T. Lehmann, B. Wein, H. Ney, E. Vidal: "Classification of Medical Images using Local Representations" Bildverarbeitung für die Medizin 2002, Leipzig, Germany, pp. 171-174, March 2002 *

Cited By (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US11568625B2 (en) 2021-01-07 2023-01-31 Nvidia Corporation Targeted object detection in image processing applications
US12423940B2 (en) 2021-01-07 2025-09-23 Nvidia Corporation Targeted object detection in image processing applications

Also Published As

Publication number Publication date
WO2005017815A3 (en) 2005-04-07
US7634120B2 (en) 2009-12-15
US20050058338A1 (en) 2005-03-17
WO2005017815A2 (en) 2005-02-24
JP5105876B2 (ja) 2012-12-26
DE112004001468T5 (de) 2008-02-14
JP2007502173A (ja) 2007-02-08

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Owner name: SIEMENS HEALTHCARE GMBH, DE

Free format text: FORMER OWNER: SIEMENS MEDICAL SOLUTIONS USA, INC., MALVERN, PA., US

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R119 Application deemed withdrawn, or ip right lapsed, due to non-payment of renewal fee