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Super-Resolution Thermographic Imaging

Super-Resolution Thermographic Imaging

Peter Burgholzer (ORCID: 0000-0003-3383-803X)
  • Grant DOI 10.55776/P33019
  • Funding program Principal Investigator Projects
  • Status ended
  • Start January 1, 2020
  • End December 31, 2023
  • Funding amount € 383,704
  • Project website

Disciplines

Other Technical Sciences (60%); Computer Sciences (10%); Mathematics (10%); Physics, Astronomy (20%)

Keywords

    Sparsity, Positivity, Regularization, Thermographic Imaging, Virtual Wave Concept, Subdiffraction Resolution

Abstract Final report

The saying A picture says more than a thousand words illustrates the great amount of information contained in pictures. Imaging methods are therefore extremely important for scientific examinations, in medicine, and also in testing the reliability of e.g. aircraft components. In earlier times, pictures showed what the human eye could see. "Looking below the surface", which is also essential in a figurative sense, was only possible for optically transparent samples. This changed suddenly with the discovery of X-rays. Nowadays, not only visible light, but the entire spectrum from microwaves to heat radiation to X-rays, but also e.g. very high frequency sound waves (ultrasound) are used to "look below the surface". The following applies to all of these methods: the deeper we want to look, the more we see smaller objects blurry, i.e. the worse is the resolution. In microscopy, the resolution is limited by the wavelength of the light used or, in the case of ultrasound, by the sound wavelength. This resolution limit, discovered by Ernst Karl Abbe in 1873, was valid for more than 120 years. Then scientists, who were awarded the Nobel Prize for this, discovered that this so-called diffraction limit can be overcome. One possibility for this is structured illumination, in which not the entire object is illuminated uniformly, but individual areas are illuminated differently. This process is repeated several times. This means that all areas of the object are illuminated evenly on average. A super-resolution image with a correspondingly high resolution can be calculated from all these images using a reconstruction algorithm. In this project, the heat is used to look under the surface. A strong light source such as a laser is deflected in various directions e.g. in human tissue, i.e. the light is scattered and therefore you cannot look directly into the body. The scattered light can penetrate several centimeters under the skin and heats light absorbing structures such as blood vessels there. This heat spreads through the body and can be measured on the surface of the skin. By accurately measuring the temperature at many points on the surface as a function of time e.g. with an infrared camera after a short pulse of light, it is possible to image the structures inside. Here again, the deeper these structures are below the surface, the more blurred is their image. Structured illumination inside can be used again to calculate a super-resolution image. This is the goal of the project. The structured illumination inside should be generated automatically by "speckles", which arise when differently scattered light beams from the laser overlap in the tissue.

The saying "A picture says more than a thousand words" illustrates the great amount of information contained in pictures. Imaging methods are therefore extremely important for scientific examinations, in medicine, and also in testing the reliability of e.g. aircraft components. In earlier times, pictures showed what the human eye could see. "Looking below the surface", which is also essential in a figurative sense, was only possible for optically transparent samples. This changed suddenly with the discovery of X-rays. Nowadays, not only visible light, but the entire spectrum from microwaves to heat radiation to X-rays, but also e.g. very high frequency sound waves (ultrasound) are used to "look below the surface". The following applies to all of these methods: the deeper we want to look, the more we see smaller objects blurry, i.e. the worse is the resolution. In microscopy, the resolution is limited by the wavelength of the light used or, in the case of ultrasound, by the sound wavelength. This resolution limit, discovered by Ernst Karl Abbe in 1873, was valid for more than 120 years. Then scientists, who were awarded the Nobel Prize for this, discovered that this so-called diffraction limit can be overcome. One possibility for this is "structured illumination", in which not the entire object is illuminated uniformly, but individual areas are illuminated differently. This process is repeated several times. This means that all areas of the object are illuminated evenly on average. A "super-resolution" image with a correspondingly high resolution can be calculated from all these images using a reconstruction algorithm. In this project, the heat was used to look under the surface. A strong light source such as a laser is deflected in various directions e.g. in human tissue, i.e. the light is scattered and therefore you cannot look directly into the body. The scattered light can penetrate several centimeters under the skin and heats light absorbing structures such as blood vessels there. This heat spreads through the body and can be measured on the surface of the skin. By accurately measuring the temperature at many points on the surface as a function of time e.g. with an infrared camera after a short pulse of light, it was possible to image the structures inside. Here again, the deeper these structures are below the surface, the more blurred is their image. Structured illumination inside can be used again to calculate a super-resolution image. This was the goal of the project. The structured lighting was generated by phase masks or individually controllable fields of small mirrors, as used in beamers for projecting images.

Research institution(s)
  • Research Center for Non Destructive Testing GmbH - 100%
Project participants
  • Günther Mayr, FH Oberösterreich , national collaboration partner

Research Output

  • 132 Citations
  • 23 Publications
  • 1 Datasets & models
  • 1 Scientific Awards
  • 1 Fundings
Publications
  • 2021
    Title 3D photothermal imaging of subsurface defects in composite materials
    DOI 10.1016/j.ndteint.2021.102476
    Type Journal Article
    Author Thummerer G
    Journal NDT & E International
    Pages 102476
    Link Publication
  • 2021
    Title Photoacoustic reconstruction from photothermal measurements
    DOI 10.1117/12.2585358
    Type Conference Proceeding Abstract
    Author Burgholzer P
    Pages 170
  • 2021
    Title Multidimensional Reconstruction of Internal Defects in Additively Manufactured Steel Using Photothermal Super Resolution Combined With Virtual Wave-Based Image Processing
    DOI 10.1109/tii.2021.3054411
    Type Journal Article
    Author Ahmadi S
    Journal IEEE Transactions on Industrial Informatics
    Pages 7368-7378
    Link Publication
  • 2020
    Title Photothermal testing of composite materials: Virtual wave concept with prior information for parameter estimation and image reconstruction
    DOI 10.1063/5.0016364
    Type Journal Article
    Author Thummerer G
    Journal Journal of Applied Physics
    Pages 125108
  • 2020
    Title Linking information theory and thermodynamics to spatial resolution in photothermal and photoacoustic imaging
    DOI 10.1063/5.0023986
    Type Journal Article
    Author Burgholzer P
    Journal Journal of Applied Physics
    Pages 171102
    Link Publication
  • 2024
    Title Design, implementation, and analysis of a compressed sensing photoacoustic projection imaging system.
    DOI 10.1117/1.jbo.29.s1.s11529
    Type Journal Article
    Author Haltmeier M
    Journal Journal of biomedical optics
  • 2024
    Title One-dimensional photothermal characterization of subsurface interfaces utilizing the virtual wave concept
    DOI 10.1016/j.ndteint.2023.102994
    Type Journal Article
    Author Gahleitner L
    Journal NDT & E International
  • 2020
    Title Deep learning approaches for thermographic imaging
    DOI 10.1063/5.0020404
    Type Journal Article
    Author Kovács P
    Journal Journal of Applied Physics
    Pages 155103
    Link Publication
  • 2020
    Title Laser excited super resolution thermal imaging for nondestructive inspection of internal defects
    DOI 10.48550/arxiv.2007.03341
    Type Preprint
    Author Ahmadi S
  • 2020
    Title Linking information theory and thermodynamics to spatial resolution in photothermal and photoacoustic imaging
    DOI 10.48550/arxiv.2008.04696
    Type Preprint
    Author Burgholzer P
  • 2020
    Title Laser excited super resolution thermal imaging for nondestructive inspection of internal defects
    DOI 10.1038/s41598-020-77979-y
    Type Journal Article
    Author Ahmadi S
    Journal Scientific Reports
    Pages 22357
    Link Publication
  • 2021
    Title Multi-dimensional photothermal defect reconstruction in anisotropic media
    DOI 10.34726/hss.2021.87080
    Type Other
    Author Thummerer G
    Link Publication
  • 2021
    Title Uncertainty Estimation for Deep Learning-based Thermographic Imaging
    Type Journal Article
    Author Lehner B.
    Journal IFSA (International Frequency Sensor Ass. Publishing), Sensors & Transducers, Vol. 249, Issue 2, Feb. 2021, pp. 25-35, Vol. 249, No. 1726-5479, p. 25-35
    Link Publication
  • 2021
    Title Breaking the resolution limit for acoustic imaging using positivity and sparsity
    Type Conference Proceeding Abstract
    Author Edgar Scherleitner
    Conference e-Forum Acusticum 2020, Dec 2020, Lyon, France (submitted 27.05.2021)
  • 2020
    Title Breaking the resolution limit in photoacoustic imaging using non-negativity and sparsity
    DOI 10.1016/j.pacs.2020.100191
    Type Journal Article
    Author Burgholzer P
    Journal Photoacoustics
    Pages 100191
    Link Publication
  • 2022
    Title Heat diffusion blurs photothermal images with increasing depth
    DOI 10.1063/5.0093315
    Type Journal Article
    Author Burgholzer P
    Journal Journal of Applied Physics
    Pages 211101
    Link Publication
  • 2023
    Title Heat diffusion blurs photothermal images with increasing depth
    DOI 10.48550/arxiv.2310.13943
    Type Other
    Author Burgholzer P
    Link Publication
  • 2023
    Title Breaking the Resolution limit in Photoacoustic Imaging using Positivity and Sparsity
    DOI 10.48550/arxiv.2310.13952
    Type Preprint
    Author Bauer-Marschallinger J
    Link Publication
  • 2021
    Title 3D photothermal imaging of real subsurface defects in anisotropic media
    DOI 10.1063/5.0070622
    Type Journal Article
    Author Thummerer G
    Journal Journal of Applied Physics
    Pages 224901
  • 2022
    Title Surfing Virtual Waves to Thermal Tomography: From model- to deep learning-based reconstructions
    DOI 10.1109/msp.2021.3120978
    Type Journal Article
    Author Kovcs P
    Journal IEEE Signal Processing Magazine
    Pages 55-67
  • 2020
    Title Breaking the resolution limit for acoustic imaging using positivity and sparsity
    DOI 10.48465/fa.2020.0375
    Type Other
    Author Scherleitner E
    Link Publication
  • 2020
    Title Laser excited super resolution thermal imaging for nondestructive inspection of internal defects
    DOI 10.14279/depositonce-17998
    Type Other
    Author Ahmadi S
    Link Publication
  • 2020
    Title Breaking the resolution limit in photoacoustic imaging using positivity and sparsity
    DOI 10.1117/12.2543515
    Type Conference Proceeding Abstract
    Author Burgholzer P
    Link Publication
Datasets & models
  • 2020 Link
    Title README.md 11,97 KiB ThermUnet (Deep Learning Approaches for Thermographic Imaging)
    Type Database/Collection of data
    Public Access
    Link Link
Scientific Awards
  • 2024
    Title invited plenary lecture on "Super-Resolution Infrared Thermography" at the 22nd International Conference on Photoacoustic and Photothermal Phenomena (ICPPP) in Portugal in July 2024
    Type Personally asked as a key note speaker to a conference
    Level of Recognition Continental/International
Fundings
  • 2022
    Title FTI Land OÖ
    Type Research grant (including intramural programme)
    Start of Funding 2022
    Funder Land OÖ Gewerbereferat

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