Grosche, Simon

Grosche, Simon

Research

In my research work I deal with non-regular sampling as well as compressed sensing. This includes the development and investigation of novel measurement scenarios and their reconstruction.
The aim is to achieve the highest possible image quality with the fewest number of measurements.

More information Fields of Activity / Image Reconstruction

Teaching

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Awards

Simon Grosche, Kristian Fischer, Fabian Brand, Jürgen Seiler, André Kaup: Top Viewed Q&A Paper Award (1st place) (IEEE International Conference on Image Processing) – 2020

Publications

2022

Grosche S., Regensky A., Sinn A., Seiler J., Kaup A.:
Fast Reconstruction of Three-Quarter Sampling Measurements Using Recurrent Local Joint Sparse Deconvolution and Extrapolation
In: IEEE Transactions on Circuits and Systems II: Express Briefs 69 (2022), p. 2398-2402
ISSN: 1057-7130
DOI: 10.1109/TCSII.2022.3160012
BibTeX: Download

2021

Grosche S., Brand F., Kaup A.:
A Novel End-To-End Network for Reconstruction of Non-Regularly Sampled Image Data Using Locally Fully Connected Layers
23rd International Workshop on Multimedia Signal Processing (MMSP) (Tampere, Finland, 6. October 2021 - 8. October 2021)
DOI: 10.1109/MMSP53017.2021.9733541
BibTeX: Download
Grosche S., Seiler J., Kaup A.:
Novel Consistency Check for Fast Recursive Reconstruction of Non-Regularly Sampled Video Data
IEEE International Conference on Image Processing (ICIP) (Anchorage, 19. September 2021 - 22. September 2021)
DOI: 10.1109/icip42928.2021.9506567
BibTeX: Download
Herglotz C., Grosche S., Bharadwaj A., Kaup A.:
Component-Wise Power Estimation of Electrical Devices Using Thermal Imaging
In: IEEE Transactions on Consumer Electronics 67 (2021), p. 383-392
ISSN: 0098-3063
DOI: 10.1109/TCE.2021.3122076
BibTeX: Download

2020

Grosche S., Fischer K., Brand F., Seiler J., Kaup A.:
Enhanced Image Reconstruction From Quarter Sampling Measurements Using an Adapted Very Deep Super Resolution Network
IEEE International Conference on Image Processing (ICIP) (Abu Dhabi (Virtual Conference), 25. October 2020 - 28. October 2020)
DOI: 10.1109/icip40778.2020.9191047
BibTeX: Download
Grosche S., Hünermann R., Sarau G., Christiansen S., Boyd RW., Leuchs G., Banzer P.:
Towards polarization-based excitation tailoring for extended Raman spectroscopy
In: Optics Express (2020)
ISSN: 1094-4087
DOI: 10.1364/OE.388943
URL: https://www.osapublishing.org/oe/abstract.cfm?uri=oe-28-7-10239
BibTeX: Download
Grosche S., Koller M., Seiler J., Kaup A.:
Dynamic Image Sampling Using a Novel Variance Based Probability Mass Function
In: IEEE Transactions on Computational Imaging 6 (2020), p. 1440-1450
ISSN: 2333-9403
DOI: 10.1109/TCI.2020.3031077
BibTeX: Download
Grosche S., Regensky A., Seiler J., Kaup A.:
Boosting Compressed Sensing Using Local Measurements and Sliding Window Reconstruction
In: IEEE Transactions on Image Processing 29 (2020), p. 7931 - 7944
ISSN: 1057-7149
DOI: 10.1109/TIP.2020.3007822
BibTeX: Download
Regensky A., Grosche S., Seiler J., Kaup A.:
Real-Time Frequency Selective Reconstruction through Register-Based Argmax Calculation
IEEE International Workshop on Multimedia Signal Processing (MMSP) (Tampere, 21. September 2020 - 24. September 2020)
DOI: 10.1109/MMSP48831.2020.9287071
URL: https://arxiv.org/abs/2202.13926
BibTeX: Download

2018

Genser N., Grosche S., Seiler J., Kaup A.:
Sparse Hartley Modeling for Fast Image Extrapolation
IEEE 20th International Workshop on Multimedia Signal Processing (MMSP) (Vancouver, 29. August 2018 - 31. August 2018)
DOI: 10.1109/MMSP.2018.8547100
BibTeX: Download
Grosche S., Seiler J., Kaup A.:
Design Techniques for Incremental Non-Regular Image Sampling Patterns
IEEE International Conference on Imaging Systems and Techniques (IST) (Kraków, 16. October 2018 - 18. October 2018)
DOI: 10.1109/IST.2018.8577090
BibTeX: Download
Grosche S., Seiler J., Kaup A.:
Iterative Optimization of Quarter Sampling Masks for Non-Regular Sampling Sensors
25th IEEE International Conference on Image Processing (ICIP) (Athens, 7. October 2018 - 10. October 2018)
DOI: 10.1109/ICIP.2018.8451658
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2016

Neugebauer M., Grosche S., Rothau S., Leuchs G., Banzer P.:
Lateral spin transport in paraxial beams of light
In: Optics Letters 41 (2016), p. 3499-3502
ISSN: 0146-9592
DOI: 10.1364/OL.41.003499
BibTeX: Download