DE602004009960D1 - System und verfahren zum erkennen und vergleichen anatomischer strukturen unter verwendung von erscheinungsbild und form - Google Patents

System und verfahren zum erkennen und vergleichen anatomischer strukturen unter verwendung von erscheinungsbild und form

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Publication number
DE602004009960D1
DE602004009960D1 DE602004009960T DE602004009960T DE602004009960D1 DE 602004009960 D1 DE602004009960 D1 DE 602004009960D1 DE 602004009960 T DE602004009960 T DE 602004009960T DE 602004009960 T DE602004009960 T DE 602004009960T DE 602004009960 D1 DE602004009960 D1 DE 602004009960D1
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Prior art keywords
comparing
appearance
detecting
anatomic structures
anatomic
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DE602004009960T2 (de
Inventor
Xiang Sean Zhou
Bogdan Georgescu
Dorin Comaniciu
R Bharat Rao
Alok Gupta
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Siemens Medical Solutions USA Inc
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Siemens Medical Solutions USA Inc
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    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00—Image analysis
    • G06T7/10—Segmentation; Edge detection
    • G06T7/12—Edge-based segmentation
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/21—Design or setup of recognition systems or techniques; Extraction of features in feature space; Blind source separation
    • G06F18/214—Generating training patterns; Bootstrap methods, e.g. bagging or boosting
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00—Image analysis
    • G06T7/10—Segmentation; Edge detection
    • G06T7/149—Segmentation; Edge detection involving deformable models, e.g. active contour models
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00—Image analysis
    • G06T7/20—Analysis of motion
    • G06T7/246—Analysis of motion using feature-based methods, e.g. the tracking of corners or segments
    • G06T7/251—Analysis of motion using feature-based methods, e.g. the tracking of corners or segments involving models
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00—Arrangements for image or video recognition or understanding
    • G06V10/70—Arrangements for image or video recognition or understanding using pattern recognition or machine learning
    • G06V10/74—Image or video pattern matching; Proximity measures in feature spaces
    • G06V10/75—Organisation of the matching processes, e.g. simultaneous or sequential comparisons of image or video features; Coarse-fine approaches, e.g. multi-scale approaches; using context analysis; Selection of dictionaries
    • G06V10/754—Organisation of the matching processes, e.g. simultaneous or sequential comparisons of image or video features; Coarse-fine approaches, e.g. multi-scale approaches; using context analysis; Selection of dictionaries involving a deformation of the sample pattern or of the reference pattern; Elastic matching
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00—Arrangements for image or video recognition or understanding
    • G06V10/70—Arrangements for image or video recognition or understanding using pattern recognition or machine learning
    • G06V10/77—Processing image or video features in feature spaces; using data integration or data reduction, e.g. principal component analysis [PCA] or independent component analysis [ICA] or self-organising maps [SOM]; Blind source separation
    • G06V10/774—Generating sets of training patterns; Bootstrap methods, e.g. bagging or boosting
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/10—Image acquisition modality
    • G06T2207/10132—Ultrasound image
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR 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
    • G06T2207/30048—Heart; Cardiac

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  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • General Physics & Mathematics (AREA)
  • Physics & Mathematics (AREA)
  • Software Systems (AREA)
  • Multimedia (AREA)
  • Evolutionary Computation (AREA)
  • Artificial Intelligence (AREA)
  • Medical Informatics (AREA)
  • General Health & Medical Sciences (AREA)
  • Health & Medical Sciences (AREA)
  • Databases & Information Systems (AREA)
  • Computing Systems (AREA)
  • Data Mining & Analysis (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Evolutionary Biology (AREA)
  • General Engineering & Computer Science (AREA)
  • Image Analysis (AREA)
  • Image Processing (AREA)
  • Ultra Sonic Daignosis Equipment (AREA)
  • Measurement Of The Respiration, Hearing Ability, Form, And Blood Characteristics Of Living Organisms (AREA)
  • Apparatus For Radiation Diagnosis (AREA)
DE602004009960T 2003-11-19 2004-11-19 System und verfahren zum erkennen und vergleichen anatomischer strukturen unter verwendung von erscheinungsbild und form Active DE602004009960T2 (de)

Applications Claiming Priority (11)

Application Number Priority Date Filing Date Title
US52338203P 2003-11-19 2003-11-19
US523382P 2003-11-19
US55158504P 2004-03-09 2004-03-09
US551585P 2004-03-09
US56578604P 2004-04-27 2004-04-27
US565786P 2004-04-27
US58153504P 2004-06-21 2004-06-21
US581535P 2004-06-21
US10/991,933 US7536044B2 (en) 2003-11-19 2004-11-18 System and method for detecting and matching anatomical structures using appearance and shape
US991933 2004-11-18
PCT/US2004/038837 WO2005052860A2 (en) 2003-11-19 2004-11-19 System and method for detecting and matching anatomical structures using appearance and shape

Publications (2)

Publication Number Publication Date
DE602004009960D1 true DE602004009960D1 (de) 2007-12-20
DE602004009960T2 DE602004009960T2 (de) 2008-09-11

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Country Status (7)

Country Link
US (3) US7536044B2 (de)
EP (3) EP1685536B1 (de)
JP (4) JP4633736B2 (de)
AU (1) AU2004294137B2 (de)
CA (1) CA2546440C (de)
DE (1) DE602004009960T2 (de)
WO (1) WO2005052860A2 (de)

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