웨이블릿을 이용한 영상개선 기법

Image Enhancement Techniques Based on Wavelets

  • 발행 : 2000.08.01

초록

본 논문에서는 영상에 불필요한 잡음과 블록현상을 동시에 제거할 수 있는 웨이블릿 기반 영상개선 기법을 제안하고자 한다 최적의 경계선 검출을 위하여 설계된 프레임 구조의 웨이블릿이 이용되었다 보 논문에서 제안된 기법은 립쉬츠 정규도 공간적 상관도 그리고 몇 개의 중요한 이론적 가정에 근거하고 있다 영상처리 분야에서 많이 사용되고 있는 여덟가지 영상을 가지고 수행된 모의실험 결과 제안된 영상개서  기법은 공간적 평균 필터 가우시안 필터 미디안 필터 위너 필터 그리고 최근에 제시된 다른 웨이블릿 기반 필터들 보다 잡음제거 성능이 PSNR 및 사람의 시각적인 측면 모두에서 우수함을 입증할 수 있었으며 블록현상제거의 성능은 기존 방법과 대등 한 결과를 보여주었다.

In this paper, we propose a technique for image enhancement, especially for denoising and deblocking based on wavelets. In this proposed algorithm, frame wavelet system designed as a optimal edge detector was used. And our theory depends on Lipschitz regularity, spatial correlation, and some important assumptions. The performance of the proposed algorithm was compared with three popular test images in image processing area. Experimental results show that the performance of the proposed algorithm was better than other previous denoising techniques like spatial averaging filter, Gaussian filter, median filter, Wiener filter, and some other wavelet based filters in the aspect of both PSNR and human visual system, The experimental results also show approximately the same capability of deblocking as the previous developed techniques

키워드

참고문헌

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