Project Details
Description
In this project deep learning approaches are used to solve problems in estimation theory and to solve particular inverse problems.
| Status | Finished |
|---|---|
| Effective start/end date | 01.03.2019 → 31.12.2019 |
Collaborative partners
- Johannes Kepler University Linz (lead)
- Silicon Austria Labs GmbH (Project partner)
Fields of science
- 202015 Electronics
- 202037 Signal processing
- 202 Electrical Engineering, Electronics, Information Engineering
- 202022 Information technology
- 202034 Control engineering
- 202017 Embedded systems
- 202030 Communication engineering
- 202028 Microelectronics
- 102019 Machine learning
- 202027 Mechatronics
- 202040 Transmission technology
- 202025 Power electronics
- 202041 Computer engineering
- 202023 Integrated circuits
- 202036 Sensor systems
JKU Focus areas
- Digital Transformation
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Surfing Virtual Waves to Thermal Tomography: From model- to deep learning-based reconstructions
Kovacs, P., Lehner, B., Thummerer, G., Mayr, G., Burgholzer, P. & Huemer, M., Jan 2022, In: IEEE Signal Processing Magazine. 39, 1, p. 55-67 13 p.Research output: Contribution to journal › Article › peer-review
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A Hybrid Approach for Thermographic Imaging With Deep Learning
Kovacs, P., Lehner, B., Thummerer, G., Mayr, G., Burgholzer, P. & Huemer, M., May 2020, Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2020). IEEE, p. 4277-4281 5 p. 9053411. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2020-May).Research output: Chapter in Book/Report/Conference proceeding › Conference proceedings › peer-review
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Deep learning approaches for thermographic imaging
Kovacs, P., Lehner, B., Thummerer, G., Mayr, G., Burgholzer, P. & Huemer, M., 21 Oct 2020, In: Journal of Applied Physics. 128, 15, p. 155103 17 p., 155103.Research output: Contribution to journal › Article › peer-review
Activities
- 2 Contributed talk
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A Hybrid Approach for Thermographic Imaging With Deep Learning
Kovacs, P. (Speaker)
08 May 2020Activity: Talk or presentation › Contributed talk › science-to-science
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Variable projection for multiple frequency estimation
Garcia Guzman, Y. (Speaker)
06 May 2020Activity: Talk or presentation › Contributed talk › science-to-science