A wavelet phase filter for emission tomography
- 1. Illinois Inst. of Tech., Chicago, IL (United States). Dept. of Mathematics
Description
The presence of a high level of noise is a characteristic in some tomographic imaging techniques such as positron emission tomography (PET). Wavelet methods can smooth out noise while preserving significant features of images. Mallat et al. proposed a wavelet based denoising scheme exploiting wavelet modulus maxima, but the scheme is sensitive to noise. In this study, the authors explore the properties of wavelet phase, with a focus on reconstruction of emission tomography images. Specifically, they show that the wavelet phase of regular Poisson noise under a Haar-type wavelet transform converges in distribution to a random variable uniformly distributed on [0, 2π). They then propose three wavelet-phase-based denoising schemes which exploit this property: edge tracking, local phase variance thresholding, and scale phase variation thresholding. Some numerical results are also presented. The numerical experiments indicate that wavelet phase techniques show promise for wavelet based denoising methods
Availability note (English)
MF available from INIS under the Report Number; Also available from OSTI as DE95013668; NTIS; US Govt. Printing Office Dep.Files
27008052.pdf
Files
(584.9 kB)
| Name | Size | Download all |
|---|---|---|
|
md5:d551a5c7c92cf349b70591ea7b830377
|
584.9 kB | Preview Download |
Additional details
Publishing Information
- Imprint Pagination
- 11 p.
- Report number
- ANL--MCS/CP-85724
Conference
- Title
- SPIE international symposium on aerospace/defense sensing and dual-use photonics.
- Dates
- 17-21 Apr 1995.
- Place
- Orlando, FL (United States).
INIS
- Country of Publication
- United States
- Country of Input or Organization
- United States
- INIS RN
- 27008052
- Subject category
- S62: RADIOLOGY AND NUCLEAR MEDICINE;
- Resource subtype / Literary indicator
- Conference, Numerical Data
- Descriptors DEI
- DIGITAL FILTERS; EXPERIMENTAL DATA; IMAGE PROCESSING; NOISE; POSITRON COMPUTED TOMOGRAPHY; TECHNOLOGY ASSESSMENT
- Descriptors DEC
- COMPUTERIZED TOMOGRAPHY; DATA; EMISSION COMPUTED TOMOGRAPHY; INFORMATION; NUMERICAL DATA; TOMOGRAPHY
Optional Information
- Contract/Grant/Project number
- Contract W-31109-ENG-38
- Funding organization
- USDOE, Washington, DC (United States).
- Secondary number(s)
- CONF-950472--17.