title: Locally optimized non-local means denoising for low-dose X-ray backscatter imagery.
abstract: While recent years have seen considerable progress in image denoising, the leading techniques have been developed for digital photographs or other images that can have very different characteristics than those encountered in X-ray applications. In particular here we examine X-ray backscatter (XBS) images collected by airport security systems, where images are piecewise smooth and edge information is typically more correlated with objects while texture is dominated by statistical noise in the detected signal. In this paper, we show how multiple estimates for a denoised XBS image can be combined using a variational approach, giving a solution that enhances edge contrast by trading off gradient penalties against data fidelity terms. We demonstrate the approach by combining several estimates made using the non-local means (NLM) algorithm, a widely used patch-based denoising method. The resulting improvements hold the potential for improving automated analysis of low-SNR X-ray imagery and can be applied in other applications where edge information is of interest.
authors.affiliation: Department of Electrical and Computer Engineering, Tufts University, Medford, MA, USA.
authors.forename: Brian H
authors.initials: BH
authors.lastname: Tracey
authors.affiliation: Department of Electrical and Computer Engineering, Tufts University, Medford, MA, USA.
authors.forename: Eric L
authors.initials: EL
authors.lastname: Miller
authors.affiliation: Department of Electrical and Computer Engineering, Tufts University, Medford, MA, USA.
authors.forename: Yue
authors.initials: Y
authors.lastname: Wu
authors.affiliation: American Science and Engineering, Billerica, MA, USA.
authors.forename: Christopher
authors.initials: C
authors.lastname: Alvino
authors.affiliation: American Science and Engineering, Billerica, MA, USA.
authors.forename: Markus
authors.initials: M
authors.lastname: Schiefele
authors.affiliation: American Science and Engineering, Billerica, MA, USA.
authors.forename: Omar
authors.initials: O
authors.lastname: Al-Kofahi
mesh_terms: D000465:Algorithms; D006801:Humans; D008297:Male; D011856:Radiographic Image Enhancement / Q000379:methods*; D012542:Scattering, Radiation; D059629:Signal-To-Noise Ratio; D014965:X-Rays
keywords: X-ray backscatter; image denoising; non-local means