Skip to main content

2023 | OriginalPaper | Buchkapitel

Multimodal Medical Image Fusion Approach Using PCNN Model and Shearlet Transforms via Max Flat FIR Filter

verfasst von : Y. Pavan Kumar Reddy, A. Vaishnavi, M. Sudheeshnavi Devi, M. Siva Prasad, B. Sreenadh Reddy

Erschienen in: ICDSMLA 2021

Verlag: Springer Nature Singapore

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

search-config
loading …

Abstract

Pulse-coupled neural networks are a subpart of deep learning (DL) methodologies, which has vast number of applications. One of the preferred applications is multimodal medical image fusion, where different modality images such as MR scan images, CT scan images, and PET scan images are needed to be fused in one of the combinations to provide promising results to diagnose the abnormalities that were unable to detect in the individual images. When accomplishment a precise diagnosis or anatomy of the body, one type of medical imaging modality may not be adequate, imposing the fusion of images from several medical imaging modalities in order to deliver a final result in the immense popular of medical applications. In this work, MRI and PET scan images are fused by means of PCNN and shearlet transformation to yield better results.

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
1.
Zurück zum Zitat Singh S, Anand RS (2020) Multimodal medical image sensor fusion model using sparse K-SVD dictionary learning in nonsubsampled shearlet domain. IEEE Trans Instrum Meas 69:593–607CrossRef Singh S, Anand RS (2020) Multimodal medical image sensor fusion model using sparse K-SVD dictionary learning in nonsubsampled shearlet domain. IEEE Trans Instrum Meas 69:593–607CrossRef
2.
Zurück zum Zitat James A, Dasarathy BV (2014) Medical image fusion: a survey of the state of the art. Information Fusion 19:4–19CrossRef James A, Dasarathy BV (2014) Medical image fusion: a survey of the state of the art. Information Fusion 19:4–19CrossRef
3.
Zurück zum Zitat Garzelli A (2002) Possibilities and limitations of the use of wavelets in image fusion. In: IEEE geoscience and remote sensing symposium, vol 1, pp 66–68 Garzelli A (2002) Possibilities and limitations of the use of wavelets in image fusion. In: IEEE geoscience and remote sensing symposium, vol 1, pp 66–68
4.
Zurück zum Zitat Rashid E, Ansari MD, Gunjan VK, Ahmed M (2020) Improvement in extended object tracking with the vision-based algorithm. In: Gunjan V, Zurada J, Raman B, Gangadharan G (eds) Modern approaches in machine learning and cognitive science: a walkthrough. Studies in computational intelligence, vol 885. Springer, Cham. https://doi.org/10.1007/978-3-030-38445-6_18 Rashid E, Ansari MD, Gunjan VK, Ahmed M (2020) Improvement in extended object tracking with the vision-based algorithm. In: Gunjan V, Zurada J, Raman B, Gangadharan G (eds) Modern approaches in machine learning and cognitive science: a walkthrough. Studies in computational intelligence, vol 885. Springer, Cham. https://​doi.​org/​10.​1007/​978-3-030-38445-6_​18
5.
Zurück zum Zitat Nageswara Reddy P, Satyanarayana C, Mohan Rao CPVNJ (2022) Brain tumour segmentation using hybrid approach. Machine learning and internet of things for societal issues. Springer, Singapore, pp 117–125CrossRef Nageswara Reddy P, Satyanarayana C, Mohan Rao CPVNJ (2022) Brain tumour segmentation using hybrid approach. Machine learning and internet of things for societal issues. Springer, Singapore, pp 117–125CrossRef
6.
Zurück zum Zitat Rashid E, Ansari MD, Gunjan VK, Khan M (2020) Enhancement in teaching quality methodology by predicting attendance using machine learning technique. Modern approaches in machine learning and cognitive science: a walkthrough. Springer, Berlin, pp 227–235CrossRef Rashid E, Ansari MD, Gunjan VK, Khan M (2020) Enhancement in teaching quality methodology by predicting attendance using machine learning technique. Modern approaches in machine learning and cognitive science: a walkthrough. Springer, Berlin, pp 227–235CrossRef
7.
Zurück zum Zitat Bhatnagar G, Wu QM, Liu Z (2013) Directive contrast based multimodal medical image fusion in NSCT domain. IEEE Trans Multimedia 15(05):1014–1024CrossRef Bhatnagar G, Wu QM, Liu Z (2013) Directive contrast based multimodal medical image fusion in NSCT domain. IEEE Trans Multimedia 15(05):1014–1024CrossRef
8.
Zurück zum Zitat Li S, Kang X, Hu J (2013) Image fusion with guided filtering. Transactions on Image Processing 22(7):2864–2875CrossRef Li S, Kang X, Hu J (2013) Image fusion with guided filtering. Transactions on Image Processing 22(7):2864–2875CrossRef
9.
Zurück zum Zitat Ahuja NJ, Singh N, Kumar A (2018) Development of knowledge capsules for custom-tailored dissemination of knowledge of seismic data interpretation. In: Perez G, Mishra K, Tiwari S, Trivedi M (eds) Networking communication and data knowledge engineering. Lecture notes on data engineering and communications technologies, vol 3. Springer, Singapore. https://doi.org/10.1007/978-981-10-4585-1_16 Ahuja NJ, Singh N, Kumar A (2018) Development of knowledge capsules for custom-tailored dissemination of knowledge of seismic data interpretation. In: Perez G, Mishra K, Tiwari S, Trivedi M (eds) Networking communication and data knowledge engineering. Lecture notes on data engineering and communications technologies, vol 3. Springer, Singapore. https://​doi.​org/​10.​1007/​978-981-10-4585-1_​16
10.
Zurück zum Zitat Shreyamsha Kumar BK (2012) Multifocus and multispectral image fusion based on pixel significance using discrete cosine harmonic wavelet transform. Springer-Verlag London Limited, London Shreyamsha Kumar BK (2012) Multifocus and multispectral image fusion based on pixel significance using discrete cosine harmonic wavelet transform. Springer-Verlag London Limited, London
11.
Zurück zum Zitat Malhan Y, Saxena S, Mala S, Shankar A (2022) Geospatial modelling and trend analysis of coronavirus outbreaks using sentiment analysis and intelligent algorithms. In: Garg L, Basterrech S, Banerjee C, Sharma TK (eds) Artificial intelligence in healthcare. Advanced technologies and societal change. Springer, Singapore. https://doi.org/10.1007/978-981-16-6265-2_1 Malhan Y, Saxena S, Mala S, Shankar A (2022) Geospatial modelling and trend analysis of coronavirus outbreaks using sentiment analysis and intelligent algorithms. In: Garg L, Basterrech S, Banerjee C, Sharma TK (eds) Artificial intelligence in healthcare. Advanced technologies and societal change. Springer, Singapore. https://​doi.​org/​10.​1007/​978-981-16-6265-2_​1
12.
Zurück zum Zitat Venkatanarayan A, Mohan I, Hasan M, Singh N, Chhabra G (2017) Threshold based active queue management (TBAQM) for alleviating DoS/flooding attacks. Journal of Engineering and Applied Sciences (Asian Research Publishing Network) Venkatanarayan A, Mohan I, Hasan M, Singh N, Chhabra G (2017) Threshold based active queue management (TBAQM) for alleviating DoS/flooding attacks. Journal of Engineering and Applied Sciences (Asian Research Publishing Network)
13.
Zurück zum Zitat Du J, Lin W, Xiao B, Nawaz Q (2016) Union Laplacian pyramid with multiple features for medical image fusion. Neuro Computing 194:326–339 Du J, Lin W, Xiao B, Nawaz Q (2016) Union Laplacian pyramid with multiple features for medical image fusion. Neuro Computing 194:326–339
14.
Zurück zum Zitat Zonga J, Qiua T (2017) Medical image fusion based on sparse representation of classified image patches. Biomed Signal Process Control 34:195–205CrossRef Zonga J, Qiua T (2017) Medical image fusion based on sparse representation of classified image patches. Biomed Signal Process Control 34:195–205CrossRef
Metadaten
Titel
Multimodal Medical Image Fusion Approach Using PCNN Model and Shearlet Transforms via Max Flat FIR Filter
verfasst von
Y. Pavan Kumar Reddy
A. Vaishnavi
M. Sudheeshnavi Devi
M. Siva Prasad
B. Sreenadh Reddy
Copyright-Jahr
2023
Verlag
Springer Nature Singapore
DOI
https://doi.org/10.1007/978-981-19-5936-3_73

Premium Partner