• DocumentCode
    3252997
  • Title

    Ripplet based multimodality Medical Image Fusion using Pulse-Coupled Neural Network and Modified Spatial Frequency

  • Author

    Das, Sudeb ; Kundu, Malay Kumar

  • Author_Institution
    Machine Intell. Unit, Indian Stat. Inst., Kolkata, India
  • fYear
    2011
  • fDate
    21-23 Dec. 2011
  • Firstpage
    229
  • Lastpage
    234
  • Abstract
    In this paper, a novel multimodality Medical Image Fusion (MIF) method, based on Ripplet Transform Type-I (RT) using Pulse-Coupled Neural Network (PCNN) is presented. The proposed MIF scheme exploits the advantages of both RT and PCNN to obtain better results. The source medical images are first decomposed by discrete RT (DRT). The low-frequency subbands (LFSs) are fused using the `max selection´ rule. For the fusion of high-frequency subbands (HFSs) a PCNN model is utilized. Modified Spatial Frequency (MSF) in DRT domain is input to motivate the PCNN and coefficients in DRT domain with large firing times are selected as coefficients of the fused image. Then inverse DRT (IDRT) is applied to the fused coefficients to get the fused image. The performance of the proposed scheme is evaluated by various quantitative measures like Mutual Information (MI), Spatial Frequency (SF), and Entropy (EN) etc. Visual and quantitative analysis and comparisons show the effectiveness of the proposed scheme in fusing multimodality medical images.
  • Keywords
    discrete transforms; image fusion; medical image processing; neural nets; IDRT; LFS; MIF scheme; PCNN model; discrete RT; entropy; high frequency subband fusion; inverse DRT domain; low frequency subband; max selection rule; modified spatial frequency; mutual information; pulse coupled neural network; quantitative analysis; ripplet based multimodality medical image fusion; ripplet transform Type-I; spatial frequency; visual analysis; Biomedical imaging; Frequency domain analysis; Joining processes; Magnetic resonance imaging; Neurons; Transforms; Image Fusion; Multi-scale Geometric Analysis; Mutual Information; PCNN; Ripplet Transform;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Recent Trends in Information Systems (ReTIS), 2011 International Conference on
  • Conference_Location
    Kolkata
  • Print_ISBN
    978-1-4577-0790-2
  • Type

    conf

  • DOI
    10.1109/ReTIS.2011.6146873
  • Filename
    6146873