• Title/Summary/Keyword: Richardson-Lucy

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A noise-suppression method for Richardson-Lucy deconvolution (노이즈 억제를 위한 개선된 Richardson-Lucy deconvolution)

  • Kim, Jeonghwan;Lee, Minjeong;Jeong, Jechang
    • Proceedings of the Korean Society of Broadcast Engineers Conference
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    • 2014.11a
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    • pp.53-55
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    • 2014
  • 본 논문에서는 deconvolution 알고리즘 중에 하나인 Richardson-Lucy deconvolution 의 개선된 알고리즘을 제시한다. Richardson-Lucy deconvolution 의 단점인 반복횟수가 증가할수록 노이즈도 같이 증폭되는 현상을 소개하고 이를 개선하기 위해 기존 알고리즘에 전, 후처리 필터를 이용하여 노이즈 증폭을 억제한다. 또한 다른 노이즈 증폭을 억제하는 알고리즘과 제안된 알고리즘의 비교를 통해서 제안된 알고리즘의 성능을 보여준다.

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Medical Image Restoration by Digital Image Processing (디지털영상처리를 이용한 의료영상복원)

  • Lee, Won-Seok;Chung, Kil-Soo;Lee, Yong-Gu
    • 전자공학회논문지 IE
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    • v.49 no.2
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    • pp.75-81
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    • 2012
  • In this paper, restoration methods were applied to restore analog medicine images with an aged image added and then blurred by noises. To restore the aged image blurred by the blurring function and added by noises, it was applied to the restoration methods which are inverse filtering and wiener filtering which are linear restoration techniques and Lucy-Richardson's algorithm which is nonlinear restoration technique. Moreover, ROC curve, a subjective evaluation method, was applied to evaluate the image quality of the restoration image. The wiener filtering using the ratio of constants acquired better image than the inverse filtering, but both of them couldn't improve ability to make a diagnosis. The restoration image applied to Lucy-Richardson algorithm was the best performance of the applied techniques and its sensitivity and specitivity were improved by 15[%] as much performance as the original aged image.

An Image Segmentation Method for Richardson-Lucy Deconvolution Algorithm Improvement (영상 분할을 통한 Richardson-Lucy 디컨벌루션 개선 알고리듬)

  • Kim, Jeonghwan;Park, Daejun;Jeon, Jechang
    • Proceedings of the Korean Society of Broadcast Engineers Conference
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    • 2015.11a
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    • pp.114-117
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    • 2015
  • 본 논문에서는 Non-blind 디컨벌루션 알고리듬 중 하나인 Richardson-Lucy(RL) 디컨벌루션을 영상 분할을 통해 성능을 향상시킨 알고리듬을 제안한다. RL 디컨벌루션은 영상의 크기가 커질수록 연산 양이 크게 증가한다. 따라서 크기가 큰 영상의 RL 디컨벌루션은 계산에 많은 시간을 필요로 한다. 이를 개선하기 위하여 영상을 적절한 크기로 분할하여 각각 RL 디컨벌루션을 계산한다. 또한 분할 시 생기는 왜곡을 줄이기 위해 리플 제거를 위한 알고리듬을 추가한다. 이를 통해 기존의 알고리듬보다 연산 양을 줄여 빠른 RL 디컨벌루션이 가능하도록 개선한다.

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Iterative Image Restoration Based on Wavelets for De-Noising and De-Ringing (잡음과 오류제거를 위한 웨이블렛기반 반복적 영상복원)

  • Lee Nam-Yong
    • Journal of the Institute of Convergence Signal Processing
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    • v.5 no.4
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    • pp.271-280
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    • 2004
  • This paper presents a new iterative image restoration algorithm with removal of boundary/object-oriented ringing, The proposed method is based on CGM(Conjugate Gradient Method) iterations with inter-wavelet shrinkage. The proposed method provides a fast restoration as much as CGM, while having adaptive do-noising and do-ringing by using wavelet shrinkage. In order to have effective do-noising and do-ringing simultaneously, the proposed method uses a space-dependent shrinkage rule. The improved performance of the proposed method over more traditional iterative image restoration algorithms such as LR(Lucy-Richardson) and CGM in do-noising and do-ringing is shown through numerical experiments.

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Blind Deconvolution for Microwave Scanning Imaging Radiometer

  • Park, Hyuk;Kim, Sung-Hyun;Choi, Jun-Ho;Kim, Yong-Hoon
    • Proceedings of the KSRS Conference
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    • 2003.11a
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    • pp.673-675
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    • 2003
  • The image restoration algorithm for microwave imaging radiometer is proposed. A blind deconvolution method was proposed. A point spread function was identified and three deconvolution schemes were employed, Wiener filtering, Lucy- Richardson deconvolution, and Maximum Likelihood blind deconvolution. The experimental data is illustrated with restored image.

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OBSERVATION OF IMPACT SITES OF SHOEMAKER-LEVY 9 COMET (슈메이커-레비 9 혜성의 목성 충돌관측)

  • Lee, Si-Woo;Kim, Seung-Ri;Seong, Hwan-Gyeong;Pyo, Tae-Su
    • Publications of The Korean Astronomical Society
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    • v.10 no.1
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    • pp.1-14
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    • 1995
  • We observed impact spots on Jupiter which were formed by the collision with fragments of Shoemaker-Levy 9 comet during the period from 17 July to 13 August, by using the SNU 61cm reflector combined with CCD camera and DBVRI filters. In order to get more clear image of impact spots, the observed data were processed by the unsharp masking method, high-pass filtering method and Richardson-Lucy algorithm after the basic processing through IRAF package. The sizes of impact spots range from 2000km to 1000km, and from this size, the original size of comet fragments before collision with Jupiter is estimated to be less than ${\sim}3km$. From the observed rotating rate of impact spots, the rotational period of Jupiter is determined as $9^h$ $56^m$ $32^s$ at the southern latitude of $47^{\circ}{\sim}49^{\circ}$.

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Cause Analysis and Removal of Boundary Artifacts in Image Deconvolution

  • Lee, Ji-Yeon;Lee, Nam-Yong
    • Journal of Korea Multimedia Society
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    • v.17 no.7
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    • pp.838-848
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    • 2014
  • In this paper, we conducted a cause analysis on boundary artifacts in image deconvolution. Results of the cause analysis show that boundary artifacts are caused not only by a misuse of boundary conditions but also by no use of the normalized backprojection. Results also showed that the correct use of boundary conditions does not necessarily remove boundary artifacts. Based on these observations, we suggest not to use any specific boundary conditions and to use the normalized backprojector for boundary artifact-free image deconvolution.

PSF Deconvolution on the Integral Field Unit Spectroscopy Data

  • Chung, Haeun;Park, Changbom
    • The Bulletin of The Korean Astronomical Society
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    • v.44 no.1
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    • pp.58.4-58.4
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    • 2019
  • We present the application of the Point Spread Function (PSF) deconvolution method to the astronomical Integral Field Unit (IFU) Spectroscopy data focus on the restoration of the galaxy kinematics. We apply the Lucy-Richardson deconvolution algorithm to the 2D image at each wavelength slice. We make a set of mock IFU data which resemble the IFU observation to the model galaxies with a diverse combination of surface brightness profile, S/N, line-of-sight geometry and Line-Of-Sight Velocity Distribution (LOSVD). Using the mock IFU data, we demonstrate that the algorithm can effectively recover the stellar kinematics of the galaxy. We also show that lambda_R_e, the proxy of the spin parameter can be correctly measured from the deconvolved IFU data. Implementation of the algorithm to the actual SDSS-IV MaNGA IFU survey data exhibits the noticeable difference on the 2D LOSVD, geometry, lambda_R_e. The algorithm can be applied to any other regular-grid IFS data to extract the PSF-deconvolved spatial information.

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Model Independent Statistics in Cosmology

  • Keeley, Ryan E.;Shafieloo, Arman
    • The Bulletin of The Korean Astronomical Society
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    • v.45 no.1
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    • pp.49.1-49.1
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    • 2020
  • In this talk, I will discuss a few different techniques to reconstruct different cosmological functions, such as the primordial power spectrum and the expansion history. These model independent techniques are useful because they can discover surprising results in a way that nested modeling cannot. For instance, we can use the modified Richardson Lucy algorithm to reconstruct a novel primordial power spectra from the Planck data that can resolve the "Hubble tension". This novel primordial power spectrum has regular oscillatory features that would be difficult to find using parametric methods. Further, we can use Gaussian process regression to reconstruct the expansion history of the Universe from low-redshift distance datasets. We can also this technique to test if these datasets are consistent with one another, which essentially allows for this technique to serve as a systematics finder.

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