PIERS —— A global symposium committed to
advancing photonics and electromagnetics for the benefit of humanity.
The session welcomes all papers that are related to learning approaches to electromagnetic inverse scattering problems or imaging problems. The session aims at presenting frontier research in the theories, computations, and applications of machine learning for solving electromagnetic inverse scattering problems or imaging problems. All types of learning algorithms are welcomed: supervised and semi-supervised learning, unsupervised learning, and reinforcement learning. Applications include but not limited to microwave imaging, through-wall-imaging, non-line-of-sight imaging, subsurface detection, electric impedance or capacitance tomography, biomedical imaging, near-field optical imaging, non-destructive testing/evaluation, remote sensing, radar imaging, phaseless imaging, and millimetre-wave short-range imaging.
| Presenting Author | Talk Time | Paper Title | Authors | Abstract | Session Date / Room |
|---|---|---|---|
|
08:00 Onsite Keynote |
Electromagnetic Inverse Design via Inverse Scattering and Deep Learning Procedures [View Abstract] |
3A_10 2023-07-05 AM Room: 10 - South Room 222 |
|
08:30 Onsite |
Reconstruction-free Face Verification with Lensless Camera and Neural Network [View Abstract] |
3A_10 2023-07-05 AM Room: 10 - South Room 222 |
|
08:45 Onsite Invited |
Physics-guided Loss Functions Impact Performance of Deep-learning-based Inverse-scattering-problem Solver [View Abstract] |
3A_10 2023-07-05 AM Room: 10 - South Room 222 |
|
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09:05 Onsite |
3D Inverse Scattering Imaging Based on Machine Learning Method Trained by Semi-experimental Data [View Abstract] |
3A_10 2023-07-05 AM Room: 10 - South Room 222 |
|
09:20 Onsite Invited |
Electromagnetic Inverse Scattering via Deep Learning Enhanced by Virtual Experiments [View Abstract] |
3A_10 2023-07-05 AM Room: 10 - South Room 222 |
|
|
09:40 Onsite |
Global Seamless 250-m 8-day Leaf Area Index (LAI) and Fraction of Absorbed Photosynthetically Active Radiation (FAPAR) Products Development Using a Bidirectional Long Short-term Memory (Bi-LSTM) Model [View Abstract] |
3A_10 2023-07-05 AM Room: 10 - South Room 222 |
|
|
10:30 Onsite |
A Scalable Deep Learning Model for Simultaneous Reconstruction and Transmitter Localization in Inverse Scattering [View Abstract] |
3A_10 2023-07-05 AM Room: 10 - South Room 222 |
|
10:45 Onsite Invited |
Physics-assisted Deep-learning for Microwave Tomography: Merging Inverse Scattering Techniques with Articial Intelligence [View Abstract] |
3A_10 2023-07-05 AM Room: 10 - South Room 222 |
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|
11:05 Onsite |
Reverse Time Migration Method of Linear Frequency Modulation Ground Penetrating Radar Based on gprMax [View Abstract] |
3A_10 2023-07-05 AM Room: 10 - South Room 222 |
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|
11:20 Onsite |
A Deep Learning-based Approach for Millimeter-wave Short-range Imaging [View Abstract] |
3A_10 2023-07-05 AM Room: 10 - South Room 222 |
Inquiry about paper submission, registration, and program schedule, please email to:
PIERS OFFICE: office@piers.org and/or office@emwave.cn
Usually, inquiry to PIERS OFFICE will be replied within 1-2 working days. If you cannot get reply timely, please keep trying both emails, or change another email account to contact us to avoid the unpredictable email correspondence problem between us.
