Page 9 - КЛАСИФІКАЦІЯ ЛОКАЛІЗОВАНИХ ДЕФЕКТІВ ЗВАРНИХ ШВІВ НА РЕНТГЕНІВСЬКИХ ЗОБРАЖЕННЯХ ТРУБ
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               alloy  with  silicon  carbide  particles,  evaluation  of  porosity  of  metal  coatings,

               improving  the  accuracy  of  tracking  motion  in  electron  beam  welding,  analysis  of

               fractographic images of fractures of heat-resistant steels.

                     The developed methodology is based on the following results.

                     The current state of the problem of creating methods of image processing and

               analysis  in  non-destructive  testing  and  technical  diagnostics  is  examined.  The

               analysis  of  methods  of  enhancement  of  digital  radiographic  images,  methods  of

               localization  and  classification  of  the  selected  defects  of  welded  joints,  methods  of

               segmentation of color images in diagnostic tasks is carried out.

                     Analysis  of  publications  shows  that  noise-suppression  methods  of  image

               processing  are  needed.  Their  use  should  show  the  reduction  of  noise  exposure,

               uneven lighting in optical images, to provide high-quality radiography of structural

               elements with significantly different thickness areas.

                     A  number  of  methods  for improving  digital  radiographic images is  proposed.

               The conditions for the optimal expansion of the dynamic range of gray levels of the

               image  using  a  generalized  model  of  logarithmic  image  processing  are  established.

               This improves image quality.

                     A  structure-adaptive  method  of  image  enhancement  based  on  a  logarithmic


               image representation model has been developed. Using a combination of logarithmic
               multiplicative  operators  allows to  emphasize  the  low-contrast  boundaries  of image


               fragments.  By  choosing  the  values  of  the  logarithmic  model  parameter,  one  can
               significantly improve the image quality.


                     A  method  for  increasing  the  contrast  of  X-ray  images  based  on  a  nonlinear
               modification of the detailed coefficients of the wavelet decomposition is proposed. It


               allows to increase the generalized absolute contrast of the image compared to other

               wavelet methods.

                     A  method  for  estimating  the  blurring  function  X-ray  images  of  welds  is

               proposed. The reference image method is used to restore them.

                     The use of a frame diamond-shaped aperture for the median filter reduces the

               effect of quantization noise and film grain. With the use of non-sharp masking and
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