Wavelet based approach for tissue fractal parameter measurement: Pre cancer detection

نویسندگان

  • Sabyasachi Mukhopadhyay
  • Nandan K. Das
  • Soham Mandal
  • Sawon Pratiher
  • Asish Mitra
  • Asima Pradhan
  • Nirmalya Ghosh
  • Prasanta K. Panigrahi
چکیده

In this paper, we have carried out the detail studies of pre-cancer by wavelet coherency and multifractal based detrended fluctuation analysis (MFDFA) on differential interference contrast (DIC) images of stromal region among different grades of pre-cancer tissues. Discrete wavelet transform (DWT) through Daubechies basis has been performed for identifying fluctuations over polynomial trends for clear characterization and differentiation of tissues. Wavelet coherence plots are performed for identifying the level of correlation in time scale plane between normal and various grades of DIC samples. Applying MFDFA on refractive index variations of cervical tissues, we have observed that the values of Hurst exponent (correlation) decreases from healthy (normal) to pre-cancer tissues. The width of singularity spectrum has a sudden degradation at grade-I in comparison of healthy (normal) tissue but later on it increases as cancer progresses from grade-II to grade-III.

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عنوان ژورنال:
  • CoRR

دوره abs/1503.06323  شماره 

صفحات  -

تاریخ انتشار 2015