Low-Frequency Nonuniformity Correction in Static Thermal Images

Enrique Sánchez-Monge, Stephanie Lin, Nicholas Högasten, Alessandro Foi

    Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

    2 Citations (Scopus)
    21 Downloads (Pure)

    Abstract

    A frequent issue in uncooled thermal cameras is the presence of a low-frequency shading or non-uniformity (NU), where slowly spatially varying changes in intensity corrupt the radiometric image. Usual correction methods for this problem rely on motion in the scene and are therefore unsuitable for static cameras and for restoring individual images. Depending on its physical origin, the NU can be multiplicative, additive, or in-between these two extremes. We propose a static-image demixing method where we separate the low frequency component causing the NU from the underlying “true” image. Our contribution is three-fold: 1) we propose a parametric transformation that allows a subtractive demixing regardless of the multiplicative or additive nature of the NU; 2) we design a cost functional to evaluate candidate estimates of the NU and of the multiplicative/additive mixing parameter; 3) we propose an iterative method where the NU estimate is progressively updated by optimizing a parametric perturbation with respect to the cost functional. In spite of its simplicity, our method results in a nonparametric NU estimate and a nonlinear demixing. Experiments on simulated and real thermal imagery demonstrates that it successfully removes the low frequency shading from static scenes. Individual iterations can be also interleaved between frames of a video, allowing for continuous adaptation to changes in the NU.
    Original languageEnglish
    Title of host publication2018 52nd Asilomar Conference on Signals, Systems, and Computers
    PublisherIEEE
    Pages396-400
    Number of pages5
    ISBN (Electronic)978-1-5386-9218-9
    ISBN (Print)978-1-5386-9219-6
    DOIs
    Publication statusPublished - Oct 2018
    Publication typeA4 Article in conference proceedings
    EventAsilomar Conference on Signals, Systems and Computers -
    Duration: 1 Jan 1900 → …

    Publication series

    Name
    ISSN (Print)1058-6393

    Conference

    ConferenceAsilomar Conference on Signals, Systems and Computers
    Period1/01/00 → …

    Keywords

    • Additives
    • Perturbation methods
    • Cameras
    • Standards
    • Heat engines
    • Laplace equations
    • Non-uniformity
    • infrared
    • thermal imaging
    • demixing

    Publication forum classification

    • Publication forum level 1

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