A new solution for the multi-criteria method of preprocessing and its application as a detector of object boundaries in images

Igor Shraifel; Andrey Mikhaylov; Evgenii Semenishchev; Igor Maltsev; Inna Mikhaylova; Viacheslav Voronin

doi:10.1117/12.2666780

15 June 2023 A new solution for the multi-criteria method of preprocessing and its application as a detector of object boundaries in images

Igor Shraifel, Andrey Mikhaylov, Evgenii Semenishchev, Igor Maltsev, Inna Mikhaylova, Viacheslav Voronin

Author Affiliations +

Proceedings Volume 12526, Multimodal Image Exploitation and Learning 2023 ; 125260Y (2023) https://doi.org/10.1117/12.2666780
Event: SPIE Defense + Commercial Sensing, 2023, Orlando, Florida, United States

Conference Poster

Abstract

The article presents a new approach to minimizing a multicriteria objective function that allows the operation of suppressing the noise component with the possibility of preserving the boundaries of sharp changes in brightness. Using this feature can also be used as an edge detector. The approach proposed in the paper is built on an iterative approach with the proof of the convergence of the function and the optimization of the rate of convergence. The weighted difference between the obtained estimates with different processing parameters is used as a detector. Dependences are given that reflect the result of processing smooth functions and functions with discontinuity points. The show the results of the work of the detector on a set of test data with objects of simple shapes. The results of the for solving the problem of detecting coating defects and determining the boundaries of the formation of plasma spheres during the formation of a surface layer are presented.

Citation Download Citation

Igor Shraifel, Andrey Mikhaylov, Evgenii Semenishchev, Igor Maltsev, Inna Mikhaylova, and Viacheslav Voronin "A new solution for the multi-criteria method of preprocessing and its application as a detector of object boundaries in images", Proc. SPIE 12526, Multimodal Image Exploitation and Learning 2023 , 125260Y (15 June 2023); https://doi.org/10.1117/12.2666780

ACCESS THE FULL ARTICLE

INSTITUTIONAL
Select your institution to access the SPIE Digital Library.

SELECT YOUR INSTITUTION

PERSONAL
Sign in with your SPIE account to access your personal subscriptions or to use specific features such as save to my library, sign up for alerts, save searches, etc.

PERSONAL SIGN IN

No SPIE Account? Create one

PURCHASE THIS CONTENT

SUBSCRIBE TO DIGITAL LIBRARY

50 downloads per 1-year subscription

Members: $195

Non-members: $335 ADD TO CART

25 downloads per 1 - year subscription

Members: $145

Non-members: $250 ADD TO CART

PURCHASE SINGLE ARTICLE

Includes PDF, HTML & Video, when available