Super-Resolution Thermographic Imaging
Super-Resolution Thermographic Imaging
Disciplines
Other Technical Sciences (60%); Computer Sciences (10%); Mathematics (10%); Physics, Astronomy (20%)
Keywords
-
Sparsity,
Positivity,
Regularization,
Thermographic Imaging,
Virtual Wave Concept,
Subdiffraction Resolution
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.
- Günther Mayr, FH Oberösterreich , national collaboration partner
Research Output
- 132 Citations
- 23 Publications
- 1 Datasets & models
- 1 Scientific Awards
- 1 Fundings
-
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
-
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
-
2022
Title FTI Land OÖ Type Research grant (including intramural programme) Start of Funding 2022 Funder Land OÖ Gewerbereferat