Skip to main content

2019 | OriginalPaper | Buchkapitel

Detection of Lymph Nodes Using Centre of Mass and Moment Analysis

verfasst von : R. Akshai, S. Rohit Krishnan, G. Swetha, B. P. Venkatesh

Erschienen in: Computer Aided Intervention and Diagnostics in Clinical and Medical Images

Verlag: Springer International Publishing

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

A novel technique to determine specific spot where the lymph node is present and also analyse whether it causes cancer or not. Lymph nodes are small structures that filter harmful substances. Their incessant growth may lead to cancer. The two-dimensional image obtained from CT scan is transformed into three-dimensional cube using 3D slicer tool. The centre of mass is calculated and moment of inertia is obtained from centre of mass. The value of moment of inertia is decreased, until a node is detected or it meets a particular threshold. Thus, the proposed method enhances the node detection accuracy and reduces the time taken for detection using possible simple mathematical computations.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
2.
Zurück zum Zitat Zhao W, Shi F (2018) A method for lymph node segmentation with scaling features in a random forest model. Curr Proteomics 15(2):128–134(7)CrossRef Zhao W, Shi F (2018) A method for lymph node segmentation with scaling features in a random forest model. Curr Proteomics 15(2):128–134(7)CrossRef
3.
Zurück zum Zitat Takizawa H, Yamamoto S, Shiina T (2010) Recognition of pulmonary nodules in thoracic CT scans using 3-D deformable object models of different classes. Algorithms 3:125–144CrossRef Takizawa H, Yamamoto S, Shiina T (2010) Recognition of pulmonary nodules in thoracic CT scans using 3-D deformable object models of different classes. Algorithms 3:125–144CrossRef
4.
Zurück zum Zitat Warfield S, Zou K, Wells W (2004) Simultaneous truth and performance level estimation (STAPLE): an algorithm for the validation of image segmentation. IEEE Trans Med Imag 23(7):903–921CrossRef Warfield S, Zou K, Wells W (2004) Simultaneous truth and performance level estimation (STAPLE): an algorithm for the validation of image segmentation. IEEE Trans Med Imag 23(7):903–921CrossRef
5.
Zurück zum Zitat Consortium for open medical image computing in CAMELYON17 Webpage, 2017, Background, Evaluation Consortium for open medical image computing in CAMELYON17 Webpage, 2017, Background, Evaluation
6.
Zurück zum Zitat Dalal N, Triggs B (2005) Histograms of oriented gradients for human detection. In Proceedings of conference on computer vision and pattern, pp 886–893 Dalal N, Triggs B (2005) Histograms of oriented gradients for human detection. In Proceedings of conference on computer vision and pattern, pp 886–893
7.
Zurück zum Zitat Song Y, Cai W, Eberl S, Fulham M, Feng D (2011) Thoracic image case retrieval with spatial and contextual information. In: Proceedings of international symposium on biomedical imaging (ISBI) 2011, pp 1885–1888 Song Y, Cai W, Eberl S, Fulham M, Feng D (2011) Thoracic image case retrieval with spatial and contextual information. In: Proceedings of international symposium on biomedical imaging (ISBI) 2011, pp 1885–1888
8.
Zurück zum Zitat Tunio MA, Al Asiri M, Mohamed R, Al-Dandan S (2013) Supraclavicular lymphadenopathy: initial manifestation of metastasis in carcinoma of cervix. Case Rep Obstet Gynecol 2013 409196[DOI] Tunio MA, Al Asiri M, Mohamed R, Al-Dandan S (2013) Supraclavicular lymphadenopathy: initial manifestation of metastasis in carcinoma of cervix. Case Rep Obstet Gynecol 2013 409196[DOI]
9.
Zurück zum Zitat Viola P, Jones M (2001) Rapid object detection using a boosted cascade of simple features. CVPR 1:511 Viola P, Jones M (2001) Rapid object detection using a boosted cascade of simple features. CVPR 1:511
10.
Zurück zum Zitat Barbu A, Suehling M, Xu X, Liu D, Zhou SK, Comaniciu D (2010) Automatic detection and segmentation of axillary lymph nodes. Med Image Comput Comput Assist Interv 13:28–36 Barbu A, Suehling M, Xu X, Liu D, Zhou SK, Comaniciu D (2010) Automatic detection and segmentation of axillary lymph nodes. Med Image Comput Comput Assist Interv 13:28–36
Metadaten
Titel
Detection of Lymph Nodes Using Centre of Mass and Moment Analysis
verfasst von
R. Akshai
S. Rohit Krishnan
G. Swetha
B. P. Venkatesh
Copyright-Jahr
2019
DOI
https://doi.org/10.1007/978-3-030-04061-1_24

Neuer Inhalt